{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "245b162a-e283-465b-a217-860fd0633960",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import xgboost as xgb\n",
    "from sklearn.metrics import mean_squared_error\n",
    "color_pal = sns.color_palette()\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d8e3bdb3-a7e7-497b-b87f-6b1134883960",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PJME_MW</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Datetime</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2002-12-31 01:00:00</th>\n",
       "      <td>26498.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-12-31 02:00:00</th>\n",
       "      <td>25147.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-12-31 03:00:00</th>\n",
       "      <td>24574.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-12-31 04:00:00</th>\n",
       "      <td>24393.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-12-31 05:00:00</th>\n",
       "      <td>24860.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     PJME_MW\n",
       "Datetime                    \n",
       "2002-12-31 01:00:00  26498.0\n",
       "2002-12-31 02:00:00  25147.0\n",
       "2002-12-31 03:00:00  24574.0\n",
       "2002-12-31 04:00:00  24393.0\n",
       "2002-12-31 05:00:00  24860.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/home/mikepi/Coding/Excs/time_series_rob_mulla/PJME_hourly.csv')\n",
    "df = df.set_index('Datetime')\n",
    "df.index = pd.to_datetime(df.index)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2409cd1b-d72d-4b8c-9d71-efd52dd4599f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'PJME_East_Power_Cons_MWT'}, xlabel='Datetime'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(style='.', \n",
    "        figsize=(15, 5), \n",
    "        color=color_pal[0], \n",
    "        title='PJME_East_Power_Cons_MWT')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14e67c46-72b3-4aef-80b3-120e71a7e9a2",
   "metadata": {},
   "source": [
    "Train / Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "33b5e65d-4cc2-4d9c-824c-3d53d06cf7f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5zPvuuw/Hjx9Hr169MHLkSLRv3x4qlQpbt27FvHnzYDQaERISghkzZji87WvSpUsX8+caPXo03nvvPYs6xZUPMIiIiIjEhMlbIiIiIsL777+PXbt2IT4+HhcvXqySgAsPD8fcuXOxfft2USdvS0pKzPVmhUjeAsB7772HiIgIjB07FkqlEnPnzsXcuXOtziuVSlGrVq0q07OysjBnzhyb64iOjsbixYurDMYWFRWFYcOG4eeff8bJkycxaNAgi9c3bdqEHj162PU5oqOjERERAZVKhbNnz+Ls2bPVzt+5c2csWLAAUVFRNud5/PHH0a9fP0yZMgUjRoyo8npYWBj+/PNPj7SY7tmzJzp37ozDhw9j1apVWLVqlcXrvjIYHxEREQUWJm+JiIiICMHBwfjnn38wf/58/P333zh//jxMJhOaNm2KRx55BO+//z5uv/12bN++XehQq7Vz507odDpERESgZ8+egsUxdOhQPPHEE1i4cCHi4+ORmpoKuVyOkJAQNGrUCHfeeSd69uyJZ555Bi1atDC/r2XLloiPj8fOnTtx6NAhXLlyBXl5eVAqlYiKisLtt9+OPn364O2337ZoNXqjiRMnom3btlixYgVSUlJQWloKg8Hg8Gd46KGHcPHiRezZswcJCQk4ceIE0tPTUVRUBL1ej8jISLRo0QL33nsvBg4ciD59+tg1KNhnn32GLl264Pfff8fx48dRXFyMRo0a4dFHH8WoUaPQtm1bh2O1h1Qqxdq1a/Hzzz9j27ZtuHz5MlQqlUO1fYmIiIi8TSKXy3m1QkRERER+4d1338WqVavQv39/i8GvSFjR0dEAgHHjxuHzzz8XNhgiIiIiH8IBy4iIiIjIL+j1esTGxgIQrmQCEREREZE7sWwCEREREfmF4uJiDBs2DADw1FNPCRwNEREREZHrmLwlIiIiIr/QsGFDdsknIiIiIr/CsglEREREREREREREIsTkLREREREREREREZEIsWwCERERERF5lFwuFzoEIiIiIp/ElrdEREREREREREREIsTkLREREREREREREZEIMXlLNqnVaqSnp0OtVgsdCvkY7jvkLO475CzuO+Qs7jvkLO475CzuO1W98MILaNu2rcV/L7zwgtBhiQ73HXIW9x3fxpq3VC2DwSB0COSjuO+Qs7jvkLO475CzuO+Qs7jvkLO471gqKSlBYWFhlWlUFfcdchb3Hd/FlrdEREREREREREREIsTkLREREREREREREZEIMXlLREREREREREREJEJM3hIRERERERERERGJEJO3RERERERERERERCLE5C0RERERERERERGRCAUJHQAREREREREREQUOo9EIlUoFtVotdCgBwWg0IiQkBCUlJVAoFEKH49fCwsIQEREBqdR97WWZvCUiIiIiIiIiIq8wGo0oLCxEZGQkGjRoAIlEInRIfs9oNEKr1SIkJMStSUWyZDKZoFarUVhYiPr167ttW/MbIyIiIiIiIiIir1CpVIiMjER4eDgTt+RXJBIJwsPDERkZCZVK5bblMnlLRERkp3K9CZ8flKP7hjy8vbsIaSV6oUMiIiIiIvIparUaYWFhQodB5DFhYWFuLQnCsglERER2em9vETZlVJyETxfpEHdVjeQXm6BOCJ+FEhERERHZiy1uyZ+5e//m3SYREZEdijVGc+K2UonWhNXpZQJFREQUuIrUBiy/oMLCFBWuqgxCh0NERETkMWx5S0REZIcj+Vqr0z9JKsE7d0Z6ORoiosB1TWXA01vzcUlRkbStd0yKTU80wN31ggWOjIictXz5cmi1ltdaISEhAkVDRCQuTN4SERHZIUPB+rZERGKw4LzKnLgFgCKNET+fVmBez3oCRkVErmjYsKHQIRARiRbLJhAREdnhtzNKoUMgIiIAM04qqkz7J61cgEiIiIiIPI/JWyIiIjtcK2NNRSIiIiIi8k1NmjTBgAEDXFrGvn37EB0djcmTJ7spKrIHyyYQERERERERERF5WHR0tEPzy+Vyj8ThT0wmE/755x/89ddfOH36NJRKJaKjo9GkSRM8+OCDGDRoELp37+708ocPH44VK1bg5MmTaNWqlRsjtx+Tt0RERHaQQALAJHQYRERERETko8aNG1dl2pw5c1BaWmr1NXfat28f6tSp49Iy7r//fhw6dAj169d3U1Su+89//oPly5cjOjoa/fr1Q7NmzVBeXo7Tp09j6dKlUCgULiVvxYDJWyIiIjuYmLglIiIiIiIXfP7551WmLV++HKWlpVZfc6fbbrsNISEhLi2jVq1auP32290Ukev279+P5cuXo3379ti8eTNq165t8bpcLsf58+cFis59XErebtq0CfPnz8fJkydRVlaGxo0bo3Pnzvjmm2/QokUL83ylpaWYMmUKNm7ciLy8PDRu3BjPPvssxo0bh8jIyCrLNRqN+OOPP7B48WKkp6cjIiICjzzyCCZMmIBbbrnFaixxcXGYOXMmkpOTIZFI0LFjR4wZMwa9evWyOv/FixcxadIk7N27F2VlZWjbti3efvttvP3225BIJK5sFiIiIiIiIiIickLff/OEDsGm2P6NvLKejIwMdOzYEa+88gpGjRqFb7/9Fvv370dxcbG5+/6mTZuwfv16HDt2DDk5OQgODsbdd9+N999/HwMHDqyyzCZNmqBbt27YvHmzeVplSYATJ05g27ZtmD9/PjIyMtCoUSO8+uqrGDt2LKTS68Nl7du3DwMGDMC4ceMsks3t27cHACQlJeG7777Dhg0bUFRUhFtvvRXjxo2zGk9GRgYmTpyIXbt2QafToWPHjvjiiy+wd+9eTJ06FZs2bUKPHj2q3U6HDx8GALzyyitVErdARZmKLl26VJmu1Woxb948/PPPP7h48SKkUinat2+Pjz76CE899ZTF58rMzAQAdOzY0Tz95u3oaU4lb00mEz7++GMsWrQIrVu3xvPPP4/IyEhkZ2cjMTERmZmZ5uStSqXC008/jVOnTqF379544YUXkJycjF9//RWJiYnYsmULwsLCLJY/atQoLFmyBHfddReGDRuG7OxsrF+/HvHx8di5cyfatm1rMf/KlSsxbNgwNGjQAK+88goAYN26dXj22WexaNGiKjtJSkoKHn/8cajVajz77LNo2rQpduzYgU8++QQpKSmYPn26M5uFiIiIiIiIiIhccDhfJ3QIonHp0iX07dsX7dq1w5AhQ1BUVGRuPfvtt98iODgYDz30EJo0aYKCggJs3boVb7zxBqZOnYphw4bZvZ6vvvoKiYmJ6NevH3r37o3NmzdjypQp0Ol0mDBhgl3L0Ov1eO655yCXyzFgwACUl5dj7dq1ePPNN7FmzRr07t3bPO+1a9fQr18/5OTkoE+fPujQoQMuXLiAQYMGoWfPnnbHXbduXQBAWlqa3e/RaDR4/vnnkZCQgPbt2+PVV1+FXq/Hjh07MGTIEEybNg3vvfcegIrk9vLly3H69Gm8//775rITLVu2tHt97uBU8nbu3LlYtGgR/u///g9Tp06FTCazeF2v15v//fPPP+PUqVMYNWoUJk6caJ4+ceJE/PTTT/jtt98wevRo8/S9e/diyZIl6Nq1K9avX2/eKV988UW8+OKLGDNmDNauXWueXy6XY+zYsahfvz727NmD5s2bA6hIAPfs2ROjR49G7969ERUVZX7P6NGjUVpailWrVqFv374AgC+++AIDBw7EH3/8gRdffBEPPvigM5uGiIiIiIiIiBzQt29fcwu6Sp07d0ZsbKxAERGJw4EDBzB27FiMHz++ymurVq2q0jtdqVTi8ccfx/fff4/XXnsNtWrVsms9J0+eRGJiIpo0aQIAGDt2LDp16oR58+Zh3LhxdpVbyM7Oxn333Yd///3XIpc3cOBAzJ492yJ5O3HiROTk5GDChAn45JNPzNOXLl2Kjz76yK6YAeCxxx5D7dq1sWDBApSWlqJ///647777qk2uTps2DQkJCRgzZgzGjx9v7n2vUCjwzDPP4Msvv8SAAQPQtGlTfPDBBzh16hROnz6N4cOHCzZgmbTmWSyVl5dj6tSpuOWWWzBlypQqiVsACAqqyAmbTCYsXboUkZGRGDNmjMU8Y8aMQWRkJJYsWWIxvfLvL774wmLn6Nu3L7p37474+Hhzk2UAWL9+PUpKSvDee++ZE7cA0Lx5c7z77rsoLCzEv//+a55+8eJF7N+/Hz169DAnbgEgJCQEX3zxBQBg8eLFjm4WIiLyY9dUBqgNQkdBRERERESBpHHjxvj000+tvmatrGhkZCSGDBmC0tJSHDt2zO71jBkzxpy4BYD69evjqaeegkKhwIULF+xezg8//GCRy+vVqxdiYmIsYtFoNNiwYQMaNmyIDz/80OL9r776Km677Ta719e8eXMsWbIEzZs3x6pVq/DGG2+gQ4cOuPXWW/HWW29hz549FvMbjUbMnz8frVu3tkjcAkBUVBTGjh0LrVaLTZs22R2DNzjc8jY+Ph5yuRxDhw6FwWDAli1bkJaWhjp16uCRRx5BmzZtzPOmpaUhOzsbjz32GCIiIiyWExERgS5duiAuLg5ZWVnmMgsJCQmIiIjAQw89VGXdjz32GBISEpCYmIjBgweb5wdgkcG/cf4pU6YgMTHRXE6huvkffvhhREREIDEx0dHNQkREfmpnlhpD4wuFDoOIAoDRZELcVQ1OFurQuWEwejYN5VgMREREAeyee+6x2eo1Pz8f//3vf7Fz505kZmaivLzc4vWcnBy713PvvfdWmVbZQLKkpMSuZdSpU8dqQrl58+Y4dOiQ+e8LFy5Ao9HgvvvuQ2hoqMW8EokEDz74oEMJ40ceeQQnTpww5wtPnjyJAwcOYN26dVi3bh1Gjx6Nr776yrxuuVyOpk2bYsqUKVWWVVhYaJ5PTBxO3p44cQIAIJPJ0K1bN1y8eNH8mlQqxQcffIBJkyYBuF5z4saE7o3atGmDuLg4pKWloUWLFlCpVMjJyUG7du2stuitXM6NtSwq/31zHdwbp1mb31pMMpkMrVq1QkpKCvR6vbkFsTVqtdrma/5Cq9Va/J/IXtx3yFli3HfGHiiGpoZWt4FwThA7ofYdg9GE2Gs6nJPr8WDDYHRrHOzV9ZPrxHTcGXdYicUXNea/R7YLx+cd7evuSN4/Fotp3yHfwn2nKqPRaHUar7Es+cu+YzQarX7nlR5oKN7rqeridueyTSYTAKBhw4ZW11lcXIxHH30UWVlZ6NKlC3r16oXatWtDJpPh9OnT2LJlC9Rqtfm9lcuz9RkiIyOrTK8cqEyv11dZjslkqjJ/7dq1rS5bJpNZfOelpaUAKlr3Wpu/YcOGNtdhi1QqRc+ePc31cvV6PZYvX45PP/0UP/74IwYMGICOHTuak7Pnzp3DuXPnbC5PqVRWWbcj8QDVH8NuHvurJg4nbwsKCgAAs2fPRseOHREfH4/bb78dycnJGDVqFGbNmoXWrVvjnXfeMX8hlQV9b1Y5ElzlfJX/tzZCnLX5a3pPZZ1ba/PbiikqKgpGoxFKpRLR0dFW5wEqiisbDIHRhzY3N1foEMhHcd8hZ4ll38lRS5CuCK9xvhvL+RBgNAEqAxDlVGV913hz3zGZgK9SQ7Atv/KDluODVlq8FaOv9n0kTkIfd3LUEiy+aHm8+fVsGQbWLhTktyRu1hPaQh2Lhd53yHdx37nOWjJSq9XyGssGX993QkJCqk1A/9vHek5IDDyROK9MiN647Mp/G41Gq+tctGgRsrKyMG7cOHz88ccWr/3666/YsmUL9Hp9lffevLzKvJZWq60yb+VrOp3O/JpOpzO/duP81j7Djeu88bXKxGVeXp7V+StbDN+4XmcMHjwYiYmJWLVqFXbv3o277roL4eEV11pPP/005s+fX+37K9dd3TaqjlqttshHVpLJZDYbudri8KVg5UYPCQnBsmXL0LRpUwBA165dsWjRInTv3h2zZs3CO++84+iifUqzZs2EDsHjtFotcnNz0bhxY7uKUxNV4r5DzhLbvlNeogdQczehmJgYzwfjI1amq/HNiTIUaUx4oEEQ5nePQuNwh0vsO0yIfeecXI9t+Zb7x/zMEIx5sAnCg9jV3VeI5bgz/7gKgGXrDCMk2K9rgP9rXfNDpMBivZSNt4/FYtl3yPdw36nK2nYICQnhNdZN/GXfKSkp8en43a2yRNKN26Ty3zKZzOq2qnywMWDAgCqvV5YoCAoKMr9WmVyVSqUW81f2eg8JCamynMrXgoODza8FBwdbjcvaZ6hU2YK38rW77roLoaGhOHXqFEwmk0XpBJPJhKNHj1ZZr7MqG3pWxnv33XcjKioKycnJkEgk5s9THVufuSZhYWFo3Lixc4HfxOHkbeUHv/fee82J20rt2rXDLbfcgvT0dMjlcvO8tupj3Nxq1lrL2urmv/k99erVs5hfoVDYnN9WTAqFAhKJBJGRkVZfr+RoE2dfFhISElCfl9yH+w45Syz7TqhaZ9d8YohVDM4U6TDqoAqVnbKOFOgx4mAZNjzRwGsxeHPfmXO+qMo0jRHYkw8825r7hK8R+rgj15VZnV5mlPEYYyehtpPQ+w45TmMwIVQm/EM27jvXVSZ3bp7G7WOdr+87CoXC6nce6G7cJjfWvLe2rVq2bAkAOHjwIO655x7z9FWrViE2Nta8jMr33tjd39rybpz35hhufM3aNFufwdZr4eHhGDhwIP755x/8/vvvGDVqlHme5cuXm+vN2lrHjXbu3AmNRoN+/fpVKX2anp6ODRs2AKhocFqZuH7nnXfw008/4auvvsKkSZOqJHDPnj2Lhg0bmss3VOYar127ZrVka3Wf112/U4eTt5WjvtkqO1A5Xa1Wmz9Uenq61Xkrp1fOFxERgSZNmiAjIwMGg6FK3dub56/89/Hjx5GWllYleWutHm51MRkMBmRkZKBVq1bV1rslIvJXBWoDdmZpIJMAfVqEoW4oL6rIfnPOKmG6adqebA1KtUbUDvG/fSlPbb3mlVLvuVpoREQ1MZlMSC3RI1gqQesoGQe9u8FVlQH/t6cIB/O0uCVShhkPR6N3c99NgBFR4Hr55Zfx008/YezYsdi3bx9iYmJw+vRp7NmzBwMGDMCmTZuEDrFaX331FXbv3o2JEyciMTERHTp0wIULF7B9+3b06dMHO3futCvBn5qaivHjx6N+/fro2rUrWrduDZPJhPT0dMTGxkKr1eKdd97BAw88YH7P559/jpMnT+L333/Hjh070LVrVzRs2BDXrl3D2bNncfr0acTGxpqTtz179sSvv/6KUaNG4ZlnnkGtWrUQExODwYMHe2z73MzhO6kePXoAqNhAN9PpdEhPT0dERAQaNGiAtm3bomnTpjh48CBUKpXFvCqVCgcPHkSrVq3QokUL8/Ru3bpBpVLhwIEDVZYfFxcHoCJjfuP8ABAfH29z/sp5apo/KSkJKpXKYn4iokCRXqpHzw15eH9fMd7dW4xHNuYhSxnYtTuLNEzCOWL5RestB+VabkciIm+Qa4x4fHM+uqzLQ6c1uXgpthDl+psfqwWu1+MLkZSrhdEEpCsMeCWuEDllgTGOCRH5l+bNm2Pz5s3o1asXdu/ejUWLFkGr1WLdunV44oknhA6vRi1atMCOHTvw7LPP4uDBg5gzZw7y8/Oxdu1atG7dGsD1cayq89JLL+GXX35B9+7dkZKSgoULF2Lu3Lk4evQoHn30USxevBgzZ860eE9oaChWr16Nn376CY0bN8amTZswZ84c7N+/H02aNMGPP/6Idu3amefv27cvvv32WwDArFmz8P3332Pp0qVu3Bo1c7h5aevWrdG7d2/Ex8djyZIleP31182v/fe//0VJSQleeuklc8vV1157DdOmTcP06dMxceJE87zTp0+HUqnE6NGjLZb/xhtvYM2aNfj++++xfv16cz2J2NhYJCQkoHfv3ubm4QAwaNAgfP3115g3bx5effVVNG/eHABw9epV/PHHH6hfvz769+9vnv+2225D165dsW/fPsTGxqJv374AKmrHfP/99wBg8ZmIiALFr6cVuFZ2PcmWoTTg93MqfNfZek+LQLA01XoykoiISIymnSzF4fzrJX9ir2ow75wSI9vXfAPs764o9ThaYFkOSWMA/rpQhk87cvsQkXBOnTpVZVqrVq0gl8urfV/79u2xdu1aq68NHTq0yrScnJwqNVvnzJmDOXPmWF3G559/js8//9xiWo8ePazGZe0zVNq8ebPV6bfccgsWLVpUZfp3330HqVRq16BeDRo0wOuvv+5wHk8mk+HNN9/Em2++adf8I0aMwIgRIxxahzs5VRtg5syZePzxxzFixAhs3rwZt912G5KTk7F3717ExMTgu+++M887cuRIbNmyBT/99BOSk5PRsWNHnDx5EvHx8ejUqROGDx9useyePXvi9ddfx5IlS9CrVy88/vjjyMnJwbp161C3bl1MmzbNYv7o6GhMnz4dw4YNQ69evTBo0CAAwLp161BUVISFCxdWydbPnDkT/fr1w9ChQzFo0CA0adIEO3bswLlz5/Duu++iS5cuzmwWIiKftvB81UTlr6eVAZ28zStnaxyyzcTGbEQkMr+dUVWZ9vWRUiZvAVwosd6baHU6k7dERELIyclBkyZNLKatXLkSBw4cQO/evWsciyqQOJW8bd26NXbt2oUffvgBcXFxiI+PR+PGjfHuu+9i7Nix5roQQEUd282bN2PKlCnYtGkT9u3bh8aNG+PDDz/EuHHjEB5edfTcn376Ce3atcPixYsxd+5cREREoH///pgwYYK5+fSNXn75ZdSvXx8zZ87E8uXLIZFI0LFjR4wZMwaPPPJIlfnvuusuxMXFYdKkSdixYwfKysrQtm1bzJgxA++8844zm4SIiIhs8Nckp61yEKwuSUQkPqU2jtk6o5+epIiIRO7hhx9Ghw4dcMcdd0Amk+HUqVNISEhAVFSURaNQcjJ5C1TUp/jtt9/smrdOnTqYPHkyJk+ebNf8UqkU77//Pt5//3274+nTpw/69Olj9/y33XYbFi9ebPf8RERERDc6WaireSYiF6XaaC1IRI5ZYaMue1ope9kQEQnh7bffxtatW3H8+HGUlZWhQYMGePHFFzFmzBjcfvvtQocnKk4nb4mIiIjsEWgDnbMNFznjssJ6Aml1ejn+7OXlYIj80NF8PnAjIhKTCRMmYMKECUKH4ROYvCUiIiIiElgua2xbSMjRYG+2BrfVDsKAVuEICwqwp0DkdoH2IJGIiPwHk7dEREREbsT8AJFr5pxR4vNDJea/+zQvw4o+9REs5a+LnOev9deJiMj/SYUOgIiISKx4n+cevGEmInsZjCZMPVFqMW3nVQ0O52kFioj8BU9FRETkq5i8JSIiIiISGBNLFY4WaCHXVt0a3x4ttTI3ERERkf9j8paIiKplYrNJchHrDBKRvdQ2Sv/msSYwuYinIiIi8lVM3hIRUbVuXZGDzw7KYTAGXhKXN3q2ZSn1eH9vEXpuyMPYA3IodEahQxIN7jdEROITeFcxRETkLzhgGRERVatQY8TcsypEBkvxZafaQodDIqAxmNB/WwEuKypawiUX6XCxRG9zfjbeJiIioZXp+ZBRzJ577jl07tzZYlpMTIxA0RARiQuTt0REZJcZJxUBl7xlztG6Pdc05sRtpfhrGoGiER/uN0TO48Me8hRbJTlIHIYPHy50CEREosWyCUREROSQuWeVDs3PmrdENWPSsno8jhAREVGgYstbIiIiIiISNSa3rbus0CMxR4M2tYPwYMMQocMhIiKqWXkZJKpSQCKBKbIOEBomdESix5a3RERE5FFMuhCRvdjC1n5brpSj89pc/CdBjie3FKD+4mtCh0REgU6lgDQ1GdCUAwAkhXmQFBcIHJS4REdHO/Sfu02ZMgXR0dHYt2+fw+89e/Ys3n//fbRv3x6NGjVCy5Ytcd999+HVV1/FnDlzYLLnor9MCWlOJiSKEkhK5ZDmZAJaDfbt24fo6GhMnjzZiU/l/9jyloiIiBySr+agL0Tu5mjS0mA0YfJxBTZklKNBmBQft4/C4zFsuRIoTCYTxh0sgY6HYyISiaB9WxG6YDokxqoHJn2n7lB/8BUQzB4C48aNqzJtzpw5KC0ttfqaWOzatQsvv/wy9Ho9HnnkEfTv3x9hYWG4dOkSEhMT8e+//+Ldd99FUFD1aUZJqdxygtEIiaLEc4H7CSZviYgIJwu1QodAPkBnNGH4vmKcKtIJHQpRQMlU6hETaXnZ/sPxUsxMrqg/faEEOJJfiNinG+LeBr59Y+xKS325xojo0MDoWJheakCmkiNwEZFIKOQInT8dEpP1J0pBxxIQvH0VdP2Hejkw8fn888+rTFu+fDlKS0utviYWo0ePhsFgwPr169GzZ0+L10wmE+Lj4yGTyWpcjqRcVXVaabHb4vRXTN6SX9AbTTheoEN0qAS31g6ChH3uiOym0BkxcBu7M1HN/jynwur0coffx0MyUc2qS1q2X5WLGQ/Vwf/dFWmeVpm4raQzAgvOq/CLjydvbbHnOFKmNyE61POxiIFSzya3RCQewbs320zcVgpd9Yfdydvwbz9wR1geUf7Vb15bl1arxbx58/DPP//g4sWLkEqlaN++PT766CM89dRTFvOWlJRg1qxZ2LhxI7KysiCVStGgQQN06dIF48ePR4sWLTBo0CAkJSUBAAYMGGB+b0xMDE6dOmUzjvz8fFy6dAn33HNPlcQtAEgkEjz22GNW35uYmIhffvkFhw8fhlKpRIvGjfBcv7749O03USu8osfQD3P/wJTf/wQATJ06FVOnTjW//+TJk2jVqpWdW8x/MXlLPi9LqceAbQW4pKhofdC/ZRgWPFIPITJmC4jsselyOeRaFiW1hrVaLX1+yLkuTYG2HQPs45KbqA3V7zmfHiiBxggUqQ3oWN96gnZJahl+6VbXE+GJgt5owrt72DqHiEhspFcuunV5srSzbl2eL9JoNHj++eeRkJCA9u3b49VXX4Ver8eOHTswZMgQTJs2De+99x6Aipavzz//PI4cOYKHHnoIjz32GKRSKTIzM7F161YMHjwYLVq0wMsvvwypVIrExES88soraNmyJQCgTp061cZSu3ZtBAUFITc3FyqVChEREXZ9hvnz5+PTTz9FnTp18MQTT6Bhw4Y4kZSIGX8uxL7DR7H5j98QEhyMHg90QkbpK1ixYgW6deuG7t27m5dRU2yBgslb8kkmkwmr0suxPVONNZcsW4H9e0WNlWlleO12+w4oRIHu7zTHW1ISUc2MJhNmnlRg3aVy1A2TYsQ9UejHmqRkxWWFHrnlNbek/MLJByj+wGQCVlwsw7rLPGcR+aM5c+YgMzPTYlpMTAyGDx8uUEREwpo2bRoSEhIwZswYjB8/3ty7WKFQ4JlnnsGXX36JAQMGoGnTpjh79iyOHDmCp59+GsuWLbNYjkajgU5XUfJs8ODBuHbtGhITEzFkyBD06NHDrlhCQ0Px5JNPYtOmTejbty/eeOMNdOnSBe3atUNIiPUHyikpKRg3bhzuvvtubNy4EfXq1QMASC+dx48LFmPir7/h9xX/4KPXh6LHA/fD2CQGK1asQPfu3UVdPkIogVEUivzOz6eUeG9vcZXEbaWxBwL35obIFqXOiPGH5Ojzbx5GJRYjt4y18mrC7v7kihknFfj+uAJn5Xok5mgxNK4Qx/JZX7omeqPJvtGK/cg3R0qFDkE0qjvufn6w+uu7xByNm6MRrwD7iVAAWLt2LX777TeL/9auXSt0WESCMBqNmD9/Plq3bm2RuAWAqKgojB07FlqtFps2bbJ4X3h4eJVlhYaGIjIyssp0R/3888944okncPbsWYwbNw6PPPIIWrRogX79+mHu3LkoL7fMzSxcuBB6vR7Tpk0zJ24rjXrzNTSoWxert+1wOa5AwZa35HNMJhN+P6esdp7yGroeEgWiV+OLsPtaxY3tkXwdknK1SHy2kcBREfmfysvrH5MVFtP1JmD6SQVW9Knv/aB8gFpvwqj9xdiUoUbdUCk+6RCFt+4MjF40bE16XXVJSaW++uu7d/cWo2G4FI80Ywt3IiLyXRcuXIBcLkfTpk0xZcqUKq8XFhaa5wOAO+64A3fffTdWr16Nq1ev4umnn0b37t3RoUMHSKXuabNZr149/P3330hLS8POnTtx9OhRHDlyBAcPHsTBgwexZMkSbN68GXXrVpRvOnLkCAAgPj4ee/bsMS9HIq+IPTgoCKmXM9wSWyBg8pZ8TpHGiOwyDtJA5IgrSr05cVvpfIkeB/LYCrA6bNnkHoHWgrlyt1Fbady+NVPt1Vh8yYQjJeYyLiq9AR8nydGmdhB6NQuQEaioWvYeRxaeVwVE8jbQjqtEoqHXAbIg/gg9zNC2ndAhuJdGDYmqFIAEpsjaQEj11zbFxRX13c+dO4dz587ZnE+lUgEAgoKCsGnTJkyePBmbNm3Cl19+CQBo0KAB3n33XXz66aduG9S9bdu2aNu2rfnv5ORkDBs2DGfPnsWUKVPMg41VfoYZM2a4Zb2Bjslb8jnMpRA5bnOG9YTR72erb8VO5A5Mgls6V6zDXXWDhQ5DdP44p6oy7edTCr9P3iblBk5Xf2/YcJkPSIjIAzTlCPtjCmQn9sMUUQfaQW9C/0h/oaMSDzfnssu/+s29CxSSugzSnCzzBbFEIYexactqE7hRUVEAgGeeeQZLliyxazX16tXD9OnTMW3aNKSmpmLv3r2YN28eJk+ejODgYIwaNcrlj2JNhw4dMHXqVDzzzDPYt2+feXrlZ8jMzDT/G6ioeUuOY81bIqIAd1mhFzoE0WKjCvKE2Cwml+wVf83/E5sLU6omrYlqwodi5A6VA2s+sjEPg3cW4iAfJtkUuuRnBB3eA4lOB6m8AGELZ0Camix0WOLBY5JNklK55UHbaIREIa/2PXfccQdq166N48ePmwcbs3t9EgnuuOMOvPvuu1i3bh0AYOvWrebXZTLZ/8JwX29mazV1H3jgAQDXyyfUpDIug4HjsljD5C35nIslTDQRudMVJU+QRO7EnD854p901ru1xAwAkbd8f6wU3x0rxYlCHbZlqvHcjkJcLHEsURQoghO2VZkWsmWlAJH4OF3glWyTqBRVp5XKq31PUFAQ3n77bWRmZuLLL7+0msA9e/Ys8vPzAQAZGRnIyKhaP7by9dDQ6618K2vSZmVl2f0ZVCoVZsyYYa61eyO9Xo9ffvkFAPDQQw+Zp7/zzjsICgrC2LFjkZmZWeV9coUCJ1Out8KtjOvq1at2xxVIWDaBfIrJZMILO6oeMIioerwVdg5bNpEzuNsQOe+SwvoDxQI1xzu4kaPHGaPJBCm7k9BNfjplWT5LpTdh+cUyfHV/HYEi8i1BxxOFDsHnBB1LhL7Lo0KH4RM+//xznDx5Er///jt27NiBrl27omHDhrh27RrOnj2L06dPIzY2Fg0bNsSpU6fw2muv4f7778cdd9yBxo0b49q1a9iyZQukUik++OAD83K7d+8OiUSC7777DikpKahduzbq1KmD9957z2YsOp0OkyZNwpQpU9C5c2fcc889qF27NvLy8hAfH4+rV6+iVatWGDdunPk97dq1w8yZMzF69Gh07twZffv2RevWraG6loVLV68i8ehxDB3wNH768jMAwO23346mTZti7dq1CA0NRbNmzSCRSPDee++hTh0ek5i8JdEzGE2Yc1aJfdkaFGmMNY40TETkLjzakDOY9Cdy3jwbtdhLtPxh3eiQgwOOfrxfjp+71fVQNOSrDFZ+Vj8mK5m8JY8J++0bKJm8tUtoaChWr16NpUuX4u+//8amTZug0WjQsGFD3HnnnXj77bfRrl3FwG733XcfRo0ahYSEBOzYsQMlJSVo1KgRevXqhREjRqBz587mMgl33nknZs+ejVmzZmHevHnQaDSIiYmpNnlbu3ZtrFq1CnFxcThw4AA2bNiAoqIi1KpVC23btsXrr7+O999/v0qS9Y033kD79u0xe/Zs7N+/H9u2bUPtiAjENG2M/wwdjCEDnjbPK5PJsHTpUnz99ddYs2YNFIqKFssvvfQSk7dg8pZ8wNNbC3DAwQtUIrLkrrY2V5R6tIzkqYPIFWz7RmQbH9LbZ/1lx8ptLE4tw8cdonBLFM/hRERic+rUKavTZTIZ3nzzTbz55pvVvr958+b4+uuv7V7fkCFDMGTIELvnl0ql6Nu3L/r27Wv3eyp16tQJ8+fPv76sagYse+CBB7B582aH1xEIWPOWRE2uMTJxS+QG7roVLg+wm2om2cgZEgmg1LGLNxGJy5wz1ls1ExG5jBfNRB7F5C2J2nfHSoUOgciv8TqLyDOSCzngC5EzAusRoXcVafhQiYg8hAdvIo9i8pZEbYODXcKoeiYWYqSbcI8gIrF7LZ4DlQaSTKX1AcuIiIjIjzFXUS0mb0nU+PutWZZSX2NXdqPJhK8Ol+COlTm4b3UO/jzHbnNE9kguYutJcj9rA8SQbZsy1DiSzxJKgSBFzmMuERH5IJMJUMghyb0KSWEeoOP5zFHSKxcARYnQYYgWk7fkt/Zma4QOwaOuqQzoviEP96zKRevl1/BTssLmvD8mK/HLaSXyyo24pDDg0wMl2HqFrZqJqpNXbkCB2r4uptdUbClG19X04PEESyo4rM+/+UKHQF6w7EKZ0CH4DDZwICJfFbpwJmSppyApLfabg5lEXghpQS4kZUpISoshzbkCGPR+8/m8wmiCtCAH0PGBvTVM3pKoSVwoyPnrKdvJTH/wUWIxTv+vVaDaAEw8WooDudYT1pOs1A7+6RRb3waSMhuts1nz1ra1l+x/wLHwvMqDkZAvqu5S3dFR4okCxa+n3XNtklzo/zd+rlwjE9XkRIH//4bIzRw4JgXv3gSJTgtJYR4k2Vc8F5O3mEyQKOSW0/R6oJz3B86QlBYLHYIoMXlLoubKg6rYq/7b8lZnNCHOyuebedL+hPXBPF6UBZLd19RWpyt1jv3IairR4U+mn7D/97Qjy/r2pcCk0pvwcizrtBIJZUhcEev8E7ng0wNypJfq+Tsiu8kuX3Bo/so9S6JRA0YfH0zRoAcMVXvhSfNzBAjG90nKmPS2hslbIh+ktVEw0Z8T1uSahBzryfr4a47tM+scaI1KFKi+O1oKZQA96CASmyyVAUfyWZ7kZnnlPp4gIa85kq9DpzW5eCWuCBoWaneMshShcyeh1uiXEfbjZ5BcyxA6Iq+Q5mY5NL+stAiVl0oSJeuckv8xGAyQSt2Xcg1y25KIPKBQw4tMIjHhAF5ENVMxcUskuAslOnRuFCJ0GKKyJ1uDM0U63F0vWOhQyEdsy1Rj0XkVhrWLFDoU0ZLkXkXItn8gyb8GQ4cuCDq8B7LUUwAAaWEupJfPo2z6ciA0XOBIxaXe3n+R16Apoho3QYgmgBsgGQyQlBQBOg0QGg5TnbqAhG0sfZnJZIJGo0FpaSmio6Pdtlwmb0m0cso4ABARERERkbvMOKnAwkfrCR0G+ZBxB0uYvK1G+JRRkBZVDKoZdOpwldelJcUIOr4f+oce83ZoXhOUuMPh94TnX0OLhVNR2O1JKDo8BCNkHojMS3RaBGVcsvqSPrJuta/J0lMgKb8+WKexTl0YW7TxSJhGoxFqtRphYWFubRHqKFvbo5IpJBSGsCgvReMZwcHBaNCgAVveUmDYfIXds21hmy4SCvc9csYvp5V4vEUYHmseiiApR9khInKVs6VI110ux0L3huK3spR6LL1QhpwyA55uGY7HY8KEDolEqDJxW52gXZv8N3mr1yFs3g9OvVWmVaPRrnXQSYzQdOri5sC8R1KYi4iFU6pMN0kkUM2PRaSV1wCgbMJs1Prtq6rvmbUeiKzj9jjVajVKS0vRuHFjhIUJcDwzmSDJvmJ1W93I2LApymas8FJQvoPJWxKtT5JY+8Ydll9gwW8icp3ahVIA81NUmJ+iwvOtw/FHr7qQcph0CwajCccKdMhU6tG9aSgahftw6xMiIj+QW2bAk1sLkKms6Am4OLUMv3SLxuu3RwgcmThoDCbIJHDrA9nY2Fi3LYu8J+hAvNAh+KyQDUuqTJOYTAg6sg/6R/oLEJEH6fUInTsJwYd3Cx2Jz2IxDSIfZO9l0qVSPf6TIPdkKBRgmHILXG/sKnR5GWsulSO5kHWTb6QzmvDOnmL03ZyPt/cU477VuUjMCeDab0RuIvHzh0R+/vEEtzGj3Jy4rTTnjFKgaNxvX7YGb+0qcvh9OqMJHyUU45Zl2WizPBvfHi2Bydlm4AFEmndN6BA8Qnb2GML+mCx0GKIlqem3EUC/naDDux1I3PIEZw2Tt0Q+yN7D/NyzSnZzJyKXXSrVY3uWexKKHyQUu2U5/iL+qgbrL18vE6TSm/D5QfY8IXIVE0q2nS3mQ7SajDlQ9Th8Tq4XIBL3O5irwfM7CrDusuMl6maeVGDphTKUG0wo1ZnwY7ISyy6W1fxGX2M0IChhO0KW/oygfVsBg2vfvbQoz02BiUvIitlChyB6Ej9N3Dsq9K9fhA7B57FsApEf25qpFjoEn6AxmJCYo0FuuRGPNAtF01rssmyLv98KF2uM+DRJjoQcDQo1RqHDEY35Ke4rv3K2WI9HNuZhVd/6aBjA5QHir6rRu3kYJhyumiBILtJBqTMiMpjP2InI0lWVAQVqA/RG58/IIxKLsbN/IzdGRb7krwtl0Dp5iTPlhKLKtO+PleLV2/yrnETo/OkITthm/ltnZSCygKcug+xKmtBRiF74zM+EDkEUJMpSoUPweUzeEpHfKFQbsOWKGgqdCU+1DMMtUTUf4sr0RrwcW4h9OVoAQGSQBGser48ujUM9HS6J0KvxhUj8377gCH/v3FPi7F2eDScKdRh3sAQLHgncEc/HHSzB4efCkFpivTWPns8OiOgGRpMJIxPlWHrB9VaOR/J1KNEaUSfE/x8Q7chU4++0MoTK/P1MbT937EM3yi7zrxOWRF5okbgFgOCDrOtahcFQ8zwEaT5b3jrO35sLOYfJWyLyCzllBjy1JR/piooLicnHS7GuXwM80DCk2vdtuKw2J24BQKk34ZujpdjyVEOPxuur/PnWJ0updypxC/j3JcbvZ5Vuv9EDgLWXyrHgEbcv1mdcsJG0JSKyZlOG2q3H4nK9CXWqv0TyeavSyvDuXpbqIccE7dksdAgBx8Qi3kQ18v/HrUQUEP66UGZO3AKAQmfCf5Ordu262cf7q17U7891LoEXCPw5SXm0gDUAb5Yqr2ghS57BmpxEnuNvA5ZZK7FC1WPilpwh0bDsnLfVOLCX2Pl6/OQTmLwl8jP9NudDHoC1Oicdq1pHZ/OV6i++5Boj1OzxQ2TTbD8aWVuMDufzQRER2eeKkhcsjtAYmEwh8igmLMlj/Ovhq7uwbAKRnzmYp8XXR0rwc7e6QociWgajCaP2y/1zdFwP46k0sOzJ1ggdgl97fHOB0CGQwNj62nO4bQObu2u1k+fl5+dDq7V8qBkSEoKGDb1XykyalY6Qzcu9tj6qwLIJRDVj8pbIDy1OLWPythqLU8s8UsNTrArZvNjjeMlJRM44znItREQAgCFDhuDw4cMW0zp37ozY2FjvBKBSIHzKx95ZF/kXPix0M25Pa1g2gciPFarZ6sBa4vKLQ4FVN265G1sY77qmweaMcpTpuW/diJcYROSMbVmsregp/lbzlog8K+jIXkgUgXWPQO4hSz0ldAgUANjylsiPqfRMKbVdkYPUwU3QKFxmnlYeYHXQ1l4qd+vyhsYXoXPDYKzt1wBRwb79DLBMb8Ts00ocL9Qhk/UEiYiIiAJS8LZVQodAPkp29qjQIVAA8O27bqIAFVipR9f9fCqwB13yRLfcw/k6rHNzUtjbTCYTXo0rwvfHFdhyRY1TRey+fDNP9wLTGXk0IyIi92O7ayIi8idOJW/bt2+P6Ohoq/89/fTTVebXaDSYOnUqOnXqhMaNG+POO+/EyJEjkZ+fb3Md//zzD3r37o1mzZqhVatWePnll3HixAmb8x87dgwvvvgiWrZsiWbNmqFPnz5Yt26dzflzcnLw4Ycf4o477kDjxo3xwAMPYMaMGdDpePNO5G9mn6lI3p4o0OL+NTkCR+M/RiTKhQ7BJemlBsRfc8+AXLxJdE78VQ6IRkRERERElXhnZY3TZRNq166N4cOHV5nesmVLi7+NRiOGDBmCuLg4dO7cGc888wzS0tKwZMkS7NmzBzt37kSDBg0s3jNjxgxMmjQJMTExeOutt6BUKrF27Vr069cPGzZswEMPPWQx/969e/H8888jLCwMzz33HCIjI7Fx40a89dZbyMrKwkcffWQxf25uLvr06YOrV6+if//+aNu2LRITEzFp0iQcPXoUy5cvZ50sIj+jN5rwQmwhClgHmP7nl9MKoUMQPU+fCr88XIJ+MWGeXQkRBSReyQc29usgR0m41ziI24s8Q5p/TegQRMnp5G2dOnXw+eef1zjf8uXLERcXhxdeeAF//PGHOSm6YMECjB49GpMmTcJPP/1knj8tLQ1TpkzBrbfeiri4ONSpUwcA8M4776Bv374YOXIkkpKSIJVWNBrW6/UYOXIkpFIpNm/ejA4dOgAAxo4di8ceewzfffcdBg4caJFU/vrrr5GVlYUff/wRb7/9NoCK7rP/93//hzVr1mDNmjV44YUXnN00RB7HGxLH7byqZuKWLCxOdd9AbuWsL+2UCyV6oUMgEdiXrcG3RwNzkBgjT0sew6MyOSKv3GAxPgIRkd14wiEv8HjN2yVLlgAAvvrqK4vWrG+99RZuueUWrFq1CuXl1+smLlu2DHq9Hp988ok5cQsAHTp0wPPPP4/z588jKSnJPH3v3r24dOkSXnjhBXPiFqhILo8ePRparRYrVqwwT1coFFi3bh1uueUWvPXWW+bpEokEX3/9NQBg8eLFbtwCRO5nz/nhhR0FHo/DlxzM1QodAvmx80xCkpullgRGGacMhR4vxRbicH5gfN6bZap47CASg/U+XsefyPvc15xIlnXJbcvyC54edIJ8ktPJW61Wi2XLlmHmzJmYN28ejhw5UmUetVqNI0eO4LbbbqtSTkEikeDRRx+FSqXC8ePHzdMTEhIAAL17966yvMceewwAkJiY6PT8hw8fhkajwaOPPlqlNELLli1x22234eDBgzAYOOo4+badrCVJROSzYrMC4xi+7GIZyg2Bd5Oy8XI5nt9RgJVpTBgReYLYe6ldLDXgi5QQ9NkqxxeHSqBmDx7BmUS/1/gv2fmTQodAJHpOl03Izc3Ff/7zH4tpnTp1wvz589G6dWsAwKVLl2A0GtGmTRury6icnpaWhq5du5r/HRkZicaNG1eZv23btuZ5KlX+u/K1GzVu3BiRkZFIT0+vMn91MV24cAGZmZm45ZZbrM4DVCSm/Z1Wq7X4vy/y1+9Jo3PPBZ6nto8Y9x293rHWTf6677jbv+ml6NE4GKEy91zwinHfsZc/7jNGo+dvJt213Xx537HGYND75T51s5+S7a897S/nrB1XtXhjr8JjvSwDYb+xh06n8/i28OXjjkajgQISHCvUI1gCdKwXBJnU95NXeqMJBhOgdvBaWae3b39xxz4l1xoxKK4E+eogAAacliuRqdBiXrcol5ftKTV9bndsF6OVOjJGo9Frx7SInEyPLt/frnckajUi3bg8Xz53BRkMCHbifdb2eQDQ6fXQeGB7CLnvOLqv+PL+YK+wMMfG/XAqeTt06FA8/PDDaNeuHSIiInDx4kXMnj0bK1euxDPPPIP9+/cjKioKpaWlAGBR/uBGtWvXBgDzfJX/btiwodX5o6KirM5/47Ksvcfa/DXFVFJSfe21a9euBUzr3NzcXIHWXMvlJWRmevYkLJTMcgmAcNeX4+Ht4919p/r9pVShABw4rfrXvuP6b8mWV/co0LmOAT+20yDMjaXivLPvuHe7+Nc+U0GvD4OnKyy5e7uJ6bjjitKSUmRmFnps+WJhMoXD3jZyGVcy4cnckrf2nTlnQmGC52pr+vaxyH2/qeKiQmQGeeda3RfPWacvX8OE1FCkl1Uc49tHGfDL3RpEOt20R1gmEzA7Ixirs4OgNwEPRRvgyK2uvFiOzMwbS45Z397u+H1tzpUhXx1qMW3jFS0+bpbppe3v+L50/XN7brtYSyhptVqvHdMaGD17vPDt652qZGVK1Hfj8nz53NVKpYQzw++q1WqEWJleXFSEQg9uDyH2nQYOzu/L+4M9ZDKZzQaltjh1evjss88s/u7QoQN+//13AMDKlSuxePFifPjhh84s2mc0a9ZM6BA8TqvVIjc3F40bN0ZIiLXDiqe5ftMaExPjhjjEZ/XpMgCud7X01PYRZt+pfn+pHRUFwP4neP6173g2AXS4RIYzkkZ4Nia05plr4N19x73bxb/2mQrBJ4oBjWdHVHLXdhPjcccVtevURkyM55LDYiGRFNo90MdOdQO8c7vrDy5v5u19JynBs8dk3z4WuW/b1KtXHzFuOC9Vx5fPWcsL6yC97Hqy7JRChi2q+vjkHt887ixPU2Nxlsr8954ix25zo+tGIybmxuOL9e3tjt/XwhPFAKqeW4sjmuCuRs6033OU4/vS9c/tue1i7TcUEhJifdlGA4IunkFQTiZ0t3eAoYn4j3u+fb1TlURZWvNMDvDlc1etiAin3mer5WXdevVQywPbQyz7jj1imjQGgsUdo7e59dneW2+9hZUrV+LgwYP48MMPa2zFaq3VbO3atS1ayt5IoVBYnf/GZVl7T3R0dJX5a4rJVsvcSo42cfZlISEhPvt5fTXumgQFuaerg6e3j5j2naAgxw53YonbV3yYpMTgO6o/bjpCTPuOvXwtXnvcXBveE9y93Xxx37EmKCjILz6HLSaTCTOTldA68GzguxNl+E+Huh6LyV/2HX/4DO4QFBzstW3hi/vO5syq15LTT5XjiwfqCRCN66aeKnbp/UFB9u0v7vmerZ9bK/Yjzz5wcFZNn9sd20UqrdrTRyqVVl220YjQP6ciOHE7AMAkkULz7mfQd3vc5Rg8ye+ud/Turc3va8fQG8mkzvWmsbbPA0BwcDAkHtwegu87dqg/+kVon3kNugGvCh2KaLi1L2T9+hUN58vKygAAt9xyC6RSqUXN2RtVTr+xXm3btm2hVCqtNuW2Vt/WWh3cSrm5uVAqlRbNkSvnry6mkJAQtGjRwsanJCKim3GcDSL38veBhuedU2HSMcda7agDo1oVETkht9w9vUTK9SasTS+z+brJDQdnW0vw/YrD3iG9dN6cuAUAicmIkBW/ATbqhxL5HE9dBJpMCC3MgezKBdH/XiRaDUJX/wnZmaNChyIabk3eHjlyBADQsmVLAEB4eDjuv/9+XLhwAVeuXLGY12QyYdeuXYiIiMB9991nnt6tWzcAQHx8fJXlx8XFWczjzPwPPPAAQkJCsGvXrion3ytXruDChQvo0qWLw630yH2OF2jxzLaCmmcMYH5+T++QYo0Rq6u5yK50Rcm7fiJHqPUmXFbwdyMULzR6FtS0E/YPVEbkDD//CZGbSVBx3nt5ZyHe3uNaK15/daFEJ3QIAICQDYurTJMq5JBeShEgGiLnBZ065L2VaTWo/esEtJszAXW//wjhX78LlMq9t34nhWxYInQIouFw8jY1NdXcsvbm6RMnTgQAvPDCC+bpb7zxBgDg22+/tUiWLly4EJcvX8aLL76I8PDr9YWGDh2KoKAgzJw506K0QXJyMtasWYM77rgDDz/8sHl6r169cMstt2D16tVITk42Ty8pKcGPP/6IkJAQDB482Dy9du3aeO6553D58mUsXLjQPN1kMuHbb7+1iJm8L7/cgIHbC7A3273dMPwNk7cVLiv06LEhD/9nx0X2mkuu1wgmCiT/SeDNK3lOoYdrKRMROcIEYE+2hvcg1Ri9Xy50CAAAae5Vq9Ml6pobcxD5BA88wQ+O34iQM0fMf8uupCF07QK3r8fdZOdPCh2CaDjcvHTNmjX47bff0LVrV8TExKBWrVq4ePEiYmNjodPpMHr0aIuWrkOGDMG6deuwevVqZGRkoFu3bkhPT8emTZvQqlUrfPnllxbLv/XWW/HZZ59h0qRJ6N69O5555hkolUqsXbsWAPDzzz9b1AYJCgrCL7/8gueffx5PP/00nnvuOURGRmLjxo3IzMzEd999h1atWlmsY+LEiUhISMAnn3yC3bt3o02bNkhMTMThw4fxxBNP4Pnnn3d0s5CbrLlUjlItU5M1YWuSCj+fUiBLxZaBRGV6I3LKjGgdJXNbnVpvPfAYtL0Aw9tF4vEYcdfeIiIi//b5QblX1uOLZROMJhP25dgec6Ncb0J4kJc+gZg3VCDx9/pODhH/tghdMbvKtOBdG6F5c7QA0ZAzHE7e9ujRA6mpqUhOTkZSUhLKyspQv3599O3bF//3f/+H3r17W8wvlUqxfPly/Pe//8XKlSvx22+/oW7dunjttdfw5ZdfokGDBlXW8emnn6Jly5aYM2cOFixYgODgYDz88MMYP3487r333irz9+zZE9u2bcPkyZOxbt066HQ6tGvXDt988w2ee+65KvM3adIEO3fuxKRJk7Bjxw5s27YNMTEx+OKLLzBy5EivDNBC1s06rRQ6BJ8g/tODdyw8zyfsRL+cUmDSsVJojUDb2jKsebwBbonyndI/u65psC9bgy1PNcCDjcQ5UAsREfm/dDtKBZkQmLnDmvJ0GzPK8XLbWt4JxhbeIBGRH3P47q579+7o3r27Q+8JDQ3FZ599hs8++8zu97z00kt46aWX7J7//vvvx+rVq+2ev0mTJpg1a5bd85Nv8upTYC/ig04i8VmQosILbcJRO8St5eSrdTRfi6+OXB/0Ka3UgOH7irH1qYZei8Ed9CbgzxQVk7dERCSI9FK90CH4tMQcjReTtzbu7XiDRP6C+zJZ4b07TCIBbMxgnVMi8o7RSXK0XJYNhc57tTz/m1x10KekXC1Ktb5XT/SfNB6vbzTthALXWBaGiMgrVqR5rzeXrbwMO38SEZEtvtOvksgJRWrfS2DYgxd3nrcvW4MeTd3TCnDPNTXmnlWhVGfEy21r4fXbI9yyXBKndZfKvfYd/3tFbXW6UmdC7RDnl2viE39R+Hh/MVb2rVpeioiI3Itjbghv2LBhGDhwoMW0Jk2aCBQNkQPcfd3Mm32ygslbIh/EvIrnDdxegIWP1MPAW8JdWs7RfC1ejC1EZUPIxBwtDEbgrTuZwPVXIxLlTNCTW2zP4qjnRERiYvJg0Vsxp2tquvW4UOJ62YkXXnjBvhmZ2CKiAMSyCUQ+iLlbzzOagLlnXR9Ab2mqCjf3YJ/jhuUSERGRbSU+WD6GyFcl5WqFDgG8Q/Iybu7rPPRAQXItAyH//I6QpT9DeuG0R9ZBvoPJWxKVa2Ws70fi4Y4L0UWpVWuopbqhdQJRdXz1evqvCyqWbPAwk8mEQrWB25n8Hsc9ILGydfh9amsBfkxWwGAU3/FZTG1dTRywTBRkmReFDsGvSa5eRq1JHyJk8wqE7FyH8MmjIDt1WOiwSEBM3pKoiPBaRZT03FBE5EFCHWE+TJDjp1Nsme4pR/O1uHd1LtquyEH7Vbk4kMuyDN52JF8MrdMCQ2IOtzX5FqMJ+PZoKcYfKhE6lCrirvJ8Qf+j1SBk5e8In/apWxcrKcp36/K8yt0PDkwmBCdsg0R1fWBiiUGP4J1r3bseADCyl4qvYPKW/NrpYh32XFOjXO9fyc4j+TqhQyAi8oj5KWx96wk6owkvxBYgQ1nRwyVLZcBLsYVQ+9n5UcxUOiOe217g8fX8flbJh7z/k1/OHl3kXt74Zf1+TiW63/BLOwuFDsFMomMiWUhhc75DyJYVbl9u0KHdbl+mJ0lKixGUFAfZmaOQ6N1/bx6y5e8q04JOJLl9PRKF3O3LJM9g8pb82rILZRi4vRD3r8lBmh91Vd+T7Z6LlnWXqnbpJyLfJ6bujY7KUhmgYb7F7XZkqlGssUwGlOpM+PcKu5Z7y4bL5SjVeT4hM+5gCW5Zlo0P9hVDYxBXAsjbXt9VJHQIRFWY7EgBX1XxRGiLND/b+guBfbjzjlI5go4lCB2F4KSXUlBr5PMIm/sdwqd9gqDDe9y7Ag7KR1YweUsB4VqZEV8eFl8XJKF9c7RU6BCIyAN8/f6F16zuZ6u7/gFRDDITGLZnqb22LqXehOUXy/BtgJ/nk3K1WJXGB9XkPjov9TBee4kP1qwqY2klIQWdOSp0CKJQa+L7kPhLuQH2dvMZTN5SwNia6b2bJl9xWWHANT7ZJ/I7Z4td677F6zgi/zD7DBMd7+4txuE8PqQg94i/6p37iW+OlgZ0WRtp1iUE/7sMQXs2AzfU/ZRmpVfzrsDdXuRFAl8kS4o9X36JxClI6ACISFhakdXUIiLXbcooR98WYUKHQUQkCisulqFzoxChwyA/UKhxvbWdvVfeGzPK8VLbWi6vz1d89913uHjxIiQlRZClJgMAbosIw6R2TaGcvQGIrCNwhESA9NJ5z6+kmgRx0N4t0A183fMxkOgweUvkBgVqAw7naXFX3WDcEsWfFdkvv9yA2iFShMrYT5yoElv+us5kMiE2S4N9ORrcGR0EtY3ap9zU3uML+/XKtDIsOq+CyQS8cUcEXrnVPxJHC86rECIDbqsThJfb1kJkMDsfknCyy+xLAC9IUQVU8nbv3r04fPiwxbQudXUAmiJ88sco/34BqqvqH3QgDoaOD3k2SAp4khKBa6n7S7kGchizTEQu2pZZjtfii8w1sMbdG4XP76stbFAkegVqA4bGFeFgnhbhMgnG3BuF0R2ihA6LiPzE9JMK/HBcUfOMXrT1SjkWnldBz/sOUdp4uRzD9hab/z6Qp0WtIAkG3hLulfWXaj27Y8w9qwIArE4vx/p+DfjQlETvAMt9mMn+Vy5BWphnc57g/bHQDPvCWyEReQ4TtGQFHzsTucBoMuHDBLnF4AVTTyhwscS1epPk/z7eL8fB/12UlxtM+PZoKfZc0wgclXepdEbMPqPEB/uKsSRVBaMvNEuzk0ngz+Lq6oX+JjhgmWs0BhP+m2xfrVNvber4q2oMjS/CjiwN4gPsWFdJ7Pv1nLNV95k5XqyZm1/unZvVpFwtDuQG5j5I5OtkZzlgFgUCN1+J6/XuXR4JgslbIhck5WpRoK56szHrNAcIoeptyqg64MX0k749KrgjCUuD0YSXdxbii0MlWH6xDCMS5fg0qcSD0XnXQYFby4g9SUSetfuaBuU2yiQI5c8UFVhiXdyScqset/y15d9XR3z7fEvC8aPnzL6JFzgkNB88CMhOHRI6BHIDJm9JNLKUvvdEyFYrkTMujvTuj9R6k+CtEcUuIce3b5Jn2tnSDwCSi3RVPu/iVBUUOv/oJjTjpLi6q/saHipcY6u+rZC2XPHOCO1ixv26eqsvlXltXSUeLtFARJ7C5C1dJykpQugfUxD+xdsIXTAdUPpPQxB3ErxOL7kFk7ckGusulQsdAnlAXrkBA7bmo/lf19BhdS42Z7jne9azCZfo/HpaAYOd38t0K8lNgwnYnOnbCexKO68K2yVXrQ/M34ef5P4tePqhl4EZRRKJhSkqoUMgqhEbfgqMXwBVMhoRNnU0ghO2QZaVjuA9mxE+Y6znn5T64D4oSz1l+0VeB/oMJm9JNCawC5tfMZqApRfVuP3vHOzL0cJgAjKVBryxqwiXFa61sr6s0OO+NbluilRclD6cfSrRmnCi0L5W5xobLQNF2GDQJ/2TXo6zLvQA8LWvYePlcjy4sRg9ksLxyq5SFKoNQofkM84V+16vF/JPOV6qeUvkCuY5BKbzj4f85Dpp+jnIrl62mCa7dB7SrEvCBORGEjcfaIIO73Hr8kgYTN4SucDkcykO7/nvpWCMOVy1FY3e5HrrmnEH5MhUeic5U+TlJFCLv7JtJjZ9gaut+HhT5D6fJMmFDsFpjjRquFCiw1u7i3BFZYTBJMGuHB2G7S32XHB+xmAysQu5l/hgY50qcssMWJKqwsq0MhRrfHe/8YOvwqfojSZMOFyCe1fn4PF/87Ejk2VUyDlBh3cLHQKJRPC+bVanBx3a5dkV++LNSnUnPX+4OAkQTN4SeYBK54MHdTcq15uwLifI5uvLLrpW1257lve6pJ+0syWpOwVCCRFeJnheUq42IMqL/HlOVaXF9s6rGpQGcELSkd/X4XwdWi3LxsPrcnGO9do9yhfv926UKtehx8Y8jEiUY9jeYjy6KQ9XVb7Zyt3HvwqfM/FIKX49rcRlhQGH8rV4aWchkgvZgpIcJ9EKW5aKyBtM7k6oSqpJ+xl98zweiJi8JXKBxMYt8ll5YHdD3Z+ng8Zo+6TDxF313t8XuK0GeUPtXr66PR1Jci08b70lf6H6evJWazAhMUeD4wVau+syi4Uz0TrznnNyPV7aWciBJcmmn04pkXdDaYPLCgPmp9g/UCUFrllnqu4nvTflCxAJkQ0895E/k9q++5adPe7FQMgVTN4SeUh2WeA+xaqp178v9c7wpVh9SUKO9ZYTxRpePIuBP93D5JQZ0G1DHp7eWoBHN+Wj/7YCn6otne/FOqCZSgMO5bE1HFm33EqvmR+Tmbwl5/jquJquXhd6uxwX1Ux29hhqfTpY6DDIUUJdrPrkzaHtmKXp57wYB7mCyVsiF1RX8zbRRnIqECTmVt/1lgcesnXvsupy4P5uPMEXLy/dbfLxUlwoud4bIilXi/k+NKr9rmve/U0IUSqGxM3XWqvbg8dGcpar+aK1DpbG2pTh/6W0BKVSIOy/n0Na4J8DIbuFyQTppfMIStgGSUGO0NEIzwtJY3cPWCYp44NWf2C7KCWRB6h0RkQEM3Xn7w7kV3/z75MPLMkrLpSyRYo7+WrKxZ3HiMWpVVsLfn2kFCPbR7lvJUR+LCFHg17NwoQOg0gUXD2vOtrx47X4Iky8vzZGdeA5yxOCk3ayjm51lKWI/M8z3lmXo9d+vKF0C3cnislzmLwlr0iV6/D2nmKcLtKhdZQMs7rXRbcmoUKH5VG+chz0xGmvpmXyVEtE1XHk+GlrXDIfOQR7BI+x4qSpqaaQSOWrfafMiL1885sgMXD1+OrMvjftpAK31QmCQmdC7+ahaBQuczEKqiRLPih0CKIWuuoP763M0R9HNReLkpIiSLKvwNj6DiA03LW4BODWActqejjhK0kLYvKWPM9kMuHF2EJkKCta1F1SGPBSbCFSBjdBlI+3wlXqfP9gJ8QnkPrQk1LfiZSoKmf3X98/shGJz74c1hMmCnTOnF/L9CYMjS8CAEQFS7D5yQboUD/EvYERWRG8e5PQITgseOvfCNm4FABgCg2D+uPJMNx1n8BRuZGD99FBh3Z5KBDyNt/OnJFPOJyvNSduK6n0JqxJ9/0aTuuqqVvlQ/lJqsa1Mv9rcUQUCFZcLMPOLLXQYXiVwWjCl4dK8PquIqeXwcS95/hqy1t/xEs0cchU6mueSWRc/RWbXGzlptCZMOWEwsUoyC+oyxHxTl9EvvEIIt94BNLMdKEjEgWJ7nr5PolGjdC53/tX61IHP0uN+wWTFj6DyVvyuOMF1uufbs/0/Zvq+GoGkvGnc4Sj/KFFcqXh+4pxspCtpUh8tHYkgj5JkmPcAblf7cM6owknCrRQ1FA4cPpJBV6ILfRSVOIw+YQCs864NihFoF3CXyzRYcJRFSZdCMG/mRq7fleBJpCvZ8izDuf5z7nJXu74OW254vv3UM6QnTvu/oX68AGuwchBkOiv32fX+vJtgANTVSGVF0B66bzQYTjEq3VoPb0ukwnSLD5YcAeWTSDBsD2jOHjiRj1PXf1JQOpj2YGZJxVY0ru+0GEQman1JgyJqzkxWTlY1+/nVNg1oCHua+Db3SwP5Grw8s5ClGhNCJIAY+7lAC43mnGSrbEc8cspBb46Uvq/v4KwIVeJJzP0WNq7HoJ87URF5IMCssGX7+YKBRc65zu3L1Oi9c1EeHjOFavTQ9YvhnbIfwCVAqgVGaA/sqokch97mO/VhwqeW5dEXoiwaZ9AdvWyx9YRSNjyljzO1uEg/qpvnizt5SvnSk8crktraHl75aYyGo4o03s/7b8xw7/3VXeSuOFxgJ43NjXamllebct/a57eWmD3vEI3RLG2epPJhLd2F6FEW/Gq3gRMPs5kpbuVaI349ZQCIxOLsf5SuctdfMUqv9xwQ+L2uq2ZahzND7zWgOScdIUB8QUy5LDEkqB0Rt85TgkdqcGHttXNpCXOlwSyRZZy0u3L9IY7/7SeyA7Zvgq1PnsdkR8MQK1PB0OacsK7gbnCk/fOJh6jbZElH/LYhX/I8tlM3LoRk7fkcba6INbQ49Xn+UjuFod8rMta/FXHElbke47IeWqqyadJJQ6/p8zHs+KH87XIDsAEibe/te+PKzDhSCkWp5bhzd1FmO6nrXkXnlfZfO17Dz0U8NVfYLkflpJwx+Fw8vFSdP1XjnEpobh3Q8XDDvI+ndGEt1yo8+1tQv+aThVZL2cnBvXr10ezZs3QPCzY/F/DUAc7Cht8r46yu0mzK1rlSgtyEf7jZ4C6TOCI7OTBH4e0KN9zC/eE6lqBubmFmLQwFyHLZ7t1mZWCD8Z7ZLmBinfI5HH2JGkvK3iiFcr+HPcmQz09IIsADW/Jyz46EyZ0CKJXqPHsD0GIFu43Siutek5wpcW+LxP6QeDsM0qfbqlly2WF7f0pp8wAtd6EY/laqNz4pNlXGzGPP1jikwNLVSfTxePJZYUeU28aNOrN3UXQ++FvRewSsjX414s1YJ35HRdrjJh3VokJh0uwL1vYRghifo77999/4+yZM8jod7f5v/Vd2ggdlk+TaNQIOuCvCTQHdmaj/1xDSpRVew25KmTHakh8LcEdgJi8JVFgawXhuPsabmayf7bSIgokWwUeUNLXegT4sxKtSdQttTwhtUSPZn9dQ+9/89H8r2ysSXdPqyVfKad0M6XehPvX5AodhqjMtjEw4N9pPtLCTSTckeu2Vv5ETEq1RgzYVoCxB0vw62kldrIHWbWkmWmuLUDEyWmhyM4cFToEz9A4cK3qY09PQ5f+bPM1idYzx5Dg+A0eWS65D5O3JAoTj4r7wovsN+0Ek7dUPX9sxedvNAI3UDDx7ktUxNxSy1NuPEy9s6cYcg+3dhc7bWB//Cr+SrWepL25NS5V76KVXhaOulDi3YdLjj6E2ZGlxmkPPAAz+lgyyl6SYvvr81vnn9uFqgo6lmj/zH76e3EnSUGO0CFQDZi8JfIQH21g4zW2aiGLFUt7uE91tSapYmCuhSkqDIkrxPhDclwRoLuy0MlTb1xjvxxbgPkpStEPyCXu6ALHsH3FLi9D5LsaOcBWHWBXyzEEGh+7FATg+O94RKLcI3HwPsOGQDjQOvoZfWWbOLhTS7RCtbz1ke3poKDj+4UOgWrA5C15nH8e3mrmqQtSW131nCXUxd8WL9Ync4dlF9gV0l0mHGZL++pMOlaKj5Pk2HJFjd/OqNB/awGKA7zVH+D+etfbszT4JKnEY4NT+RNfue+zl8ZgwvKLjh3Tt7uhlIifbUazj/cX468LKvaqIEF4e69zdH2eGizUf39tTEtXR1KUj+hvhjn0nuDDuz0TjC/xpwsZR5v/2/nZJb4ysF0AY/KWAoo7Bx6pyfFC99dsXJlWhi8OOT7KfHWEOpW5o6ucNwk54rpSZ8TJQi10fnJj7I8jl7uL0WTCwvOWF09XlAbszPLuww4xXuMeLfBMHdxF51Wi7n4qhttYIVp/e9KbPjQyvbfklzvfYnTh+TJ8mCDHhx5qYUj+yxcva8RwTBYrt1ynuriBJQr33ieJTeiyXxGUfUXoMDwidPlswEP1XGFw53WMbx0FZJdThQ6B3ITJWwoo7zvZ7bFcb3K4a+1vZ9zfNXymBxKIvnbdrA6wxN+SVBVaL89Gr435uG1FNg7mcqALf3ZFaUCRlVa2HyS43mXb1/1xzjPlNgrURuSXs2VzdX4/a33bF6kN+OWUAqP3y7Hlim8MPHogVyP4gHxi9EJsocvLWHGxDLllLBtA3uVbaRT/lpDthmtUF0d2rPXJy5DkZ7seh0gFHdkrdAgeFfrXLx5ZbtDJAx5ZriAczEnIzp/0UCDVk2alC7Jef8bkLXmcmC6qNmWoUeLAqBsKnRGv7CxEy2XXcPvfOZif4t6SBY5KLfGv1k/OiPVyC0QhZSn1GJEoR2WDcbnWhLd2F4m+Rie5X6B95d7+uC7eK3qUGL76YivnTYXOiP7bCvDVkVIsOK/CkLgit5f1cbczRTo8scXVwXD8j95owslC9wyotMzBchQU4NxwgBN72QRPcfa6wJPXExOOCF8WS2I0InjrSqHDICcF79nskeVK0866cWliOQqIW3DsOqFD8DtM3pLHie3wdl5u/w3Kp0lybM1UQ2cE8tVGfJJUgv05/tXyUaichbMlLNZc8o3WXa7KLjOgy7q8KtOvlRlxJN+7Iyu7k7dHhRZSl7W5eHJLvltqZbqLN0vHuCLQktViZ+37iMvS4Gyx5QPFX08pRP1w6edTrG9szZF895UkCbTeMUR0XaoD91jWnDlzBgdPn0NSkcr836lSx6/7Q+LWuxQH+R+JiK9NHOZAiwPZueMOLVqaesptF+HBuze5ZTl0XZDQARCJldZgwsq0qhcMP59WomuTULuXk6HQ44rSgAcahiA8SMTNu7xM6aEBHMTElW7Ej27Mg8rGNspU6tG5UYjTyxZSdplvJA/d4XyJHigBDucVYsfTDdGpofDfmb25W///dfoOMSRDTVb2iFH7q5byyCk3IktlQEykOC8v/0kPjId/jhqdJBc6BCJykLNnBjH3NBk1ahQOHz5sMa1L3VpI7Hm7QBERiZCdv2HZiSSE//dzhxZd6/uPoHtkADRvfeJEYORpbHlLAefj/XLMPqOssXzChzZqTFa2okuyo/bo2ANydFydiwHbCnDXymyc8NCAO64QLC0gfD7C41wZ5CzHR2twivmmQCh6E/Bnin31WrUebrVm79JFkC8UPTEPcuZu1j6qXGv989/4gECtN+HnUwq8scv1eqrkORfcWJJJEwAPZsl9rD0YIiISN4Fvduw8bDqauK0UvHsTJAU5Tr2XPIvJW/I4seVyzhTr8cWhEjy3vQBqGzcZpVpjjS10ll2oua7bvBsG2JFrTRi1X+5QrN4gtu/HnxwvCJwSAZVqymcFUL7LwnI760AuteO4kqHwfO3rFWnC1q30es1bJ95z1IfLlzjKke/jxjIhb+wqxNdHSrHhsnhKh5Bn7XbHgEUUMGYmK0XRu8ARvp5w9rHNTSQ6EmWJsAHY8yNWyF1aRfCONS69nzxDnP3ayK+I9RrhaIEOSbkaPNo8rMpr++y4+fjLjiTLzU4U6iDXGBEdyucmvtmuVBzYurWidvWyC2VQ6Ix4rnUt9GhqfykTMfv1tPUBn278zjuuznV6+fbcJOuNJsEfPIj1vHGjUi/VDxbDtnAkhtPFFfvOZYUe27OYyAs0eqMY9ljyJcP3FSM6VIpODULwfOtwyKTivsgRS/JTJGEQBRxfqOUafCDepfdLijm4qxgxeUsB7cvDJUi0krz1pKWpKnzUPsqr66yOOy7+1qaX4Y8UFW/ayCuJ5VS5Dk9syUexpmJ/W5Jahr9618OTLcM9v3KBnS12Lal6rcyIemGyaufZE4At57JUBjQMr3673EwsN/BitdDOUiG+ZPqJUoy5t7bQYTjMYDSJPiFGgetv8/gSKuzN1mBW97qCxuMrMhR63Fon2O75D+dpEXtVjdgs9oTwVZKSIqFDIACytHPCBmDPzZbR4Pk4yOvY/I88Tsy3C7YGhPKkKSf8a7Tr2Cw13tlTjKRcLQ470I34she6fpN/WplWZk7cAoDBZFmixF/JNUZ0XZ/n0jIulNT8Gy3WBF67+HMuJsU9SQw5YmcS1Z48veqMJpws1KK0htr17vb9cQVaLbsGjYdrU7vbWXn151t3Xqf50pbhdYhn6Ywm7LqqxobL9g8U+NeFMuSWOZZ08FInCDOx9H4qcuBcvSqtDI9vzse0EwqP9qyxZ9usuFiGxzbloeeGPPxxTgmtwYTEHA2O5Gv9/qGo7MwR1xagE9/YKeSn/P3H6KPY8pY8zh9/+q7U51LpTaIqneDqNej0EwqnvuO4q4HXus9dFDp//FVVdVmhx3+TFdiTrUGDMClGtY9C/1bhmJlctbTArmv+vz+td+AG2BWBeL0mEcvduEiJaZc4mq/FY//mm/+e1qUO3msX6bX1l2hNmHaiFBPur+O1dbrKm4Pr+dIv6dFNefj3iYa4u579rRfJPllKPe5Z5VyJn6UXyvBpR/t7qLHTV82mOnmt7m6bM8oxfN/1AaHHHCjBmAPX64dGysX7INUdQv+cirIf/3H+CYC3r1W0/n9t7bd4XeuXxJE9Ir8m5oEIcsuce1w/1cXWs/4ySvlfF1Q4lB84T4Hjroqjq9lGLyXxhNQ/tgT3rs7F4tQyXFYYcCRfhzd2FeGvC/7fwtYWMQ546Cl+coj0KlsDcLqDI0v29O3CjYlbABh7sARpJTW3oDS4McNj7QESuUYnQAauWGPCH+f4XXqCs4lbACjXi7v3h6+dnxQ6Iy6WiqOV+awz1f/elH7eOEFalA/plYtCh2E3lmkQJ2n2lZoPRHrv/+alWekIXfQjwn6ZgPDvR3h9/YGAyVvyODG3aCp3suujv5U+cEZslhofJsiFDsOrBu8sxDERJKt3BkCr5SMFVS86DCYE3D7nbvbcdIrhkO3t2zcxP2S0N7QUD7ZYEvHmAQD8crrmc7JSgDJJvkIMv3lHu8q7y6JUxwefJRIDe4/LYmqZnJQr/DW00JgQFY7k6mWETR6FiOH9EfbjZ5AUuVaKTCiy8ycR/sNIoNz2+SvoaIIXIwIkuVcR/sMoBO/aiKCj+yBLTfbq+gMFk7dEVojoOke0XowtFDoEr9MZgYXnA7flpz3EnuShmgXid+joQ8ZSrRHv39D1k64TYvdZLEACLrmQSQgiTxD7KUgs8aUrOCCRS8pVCNr9r9dXK72c6vV1UoXwqR8jKOUEJGVKBJ08gLCZ43z2oleWmoyQTX/Zfv3iaS9GAwQd2g2JqtSr6wxETN6Sx4m5RRM590R+c4Z7uu27sxurtyy9wFY61RFDCy6yzfd+ceL03t5iFKjF07VXrjF6tBa2I6fxQDkE9NqYzwGvrBBzbyvyjqRc/+8dJAbD7XyAyNswKzRqhE8fg7CFM7y+6pBt/3h9nVRBWmL5m5FlXTKXsZAd3Yfw7z9C+JfvIHjL3z7xwwnZvFzoEMxCV/8hdAgBwS3J259++gnR0dGIjo7G4cOHq7xeWlqK8ePH45577kGjRo3Qvn17TJgwAUql9bo3RqMRv//+O7p27YomTZqgbdu2eOedd3D58mWbMcTFxeGpp55CixYtEBMTg/79+2PPnj0257948SLefPNNtGnTBk2aNEG3bt0wf/58Jho9wBe3aCDdeiy9UIZHNubhqAPlAIbGu6fLz7B9xcgvZ8sBopp4ezRtoYn5vCHXGLEtUxz1rzUGE97cVYQ2K7IxYFuBx9ZzVaAu7WJmArAhAOqPk+P6/JtnVx1mf6Q1mPDyzsDrmWWNwWjC8QLPttBfmMLeYM6QnTkCWdpZocNwQiDdoXqH7NwJSM8nI+zXryFLPQVZZhpCV85FcIAn2SWivhIPXC4nb8+ePYvJkycjIiLC6usqlQpPP/00fvvtN9x+++344IMPcNttt+HXX3/FM888A7W66g3QqFGjMG7cOJhMJgwbNgyPPfYYNm3ahEcffRRpaWlV5l+5ciWef/55pKam4pVXXsHgwYORkpKCZ599Fhs2bKgyf0pKCnr37o0tW7agT58+GDZsGIxGIz755BOMHTvW1U1CNzkv970LWE8frsTWMuVEoQ6DthegROvdDNHq9HLc9ncOCtRMDPiLmutu8mJASL6y9b39INWR9Yll4BcAmJmswPrL5aKqaRhIvj7CLoI3O12kQ7xIBvcUypF8HZ7bURCQDUK2ZqpRqg28z32z/HIDemzIw6Ob8mue2QUfJ8lrnEdktxyiELr0F6FDIBEJ3rkOEpPlPXDw5hUCRSMOQYf3AMYAazniA1xK3up0OgwfPhzt27fH008/bXWen3/+GadOncKoUaOwdu1aTJw4EWvXrsWoUaNw7Ngx/Pbbbxbz7927F0uWLEHXrl2xZ88efPPNN5g3bx6WLVuG4uJijBkzxmJ+uVyOsWPHon79+tizZw+mT5+O6dOnY8+ePahXrx5Gjx4NhcJyIIvRo0ejtLQUy5Ytw7x58/DNN99gz549ePjhh/HHH3/g0KFDrmwWv5Cl1GNeSjn+ygrCFaVribU1l9gyxReU6kyCtSIaf7BEkPWS+y1mTWAir5kmwsEzxZonuKoK3IeE3v5OBu8s9MuawAk5GryxqxDPba+5lXuG0oCDef63DWrijkFd9X6QL/jheCnOiqTxSgA+Q6iRpJQ16+0SIDtP8KFdVaZJFXLvByIyQYdt92InYbiUvJ0xYwZSUlIwa9YsyGSyKq+bTCYsXboUkZGRVZKuY8aMQWRkJJYsWWIxvfLvL774AiEhIebpffv2Rffu3REfH4/MzEzz9PXr16OkpATvvfcemjdvbp7evHlzvPvuuygsLMS//14vRn7x4kXs378fPXr0QN++fc3TQ0JC8MUXXwAAFi9e7Mzm8BsXSnR4dFM+vjpehp8vh6Df9hKcKfLcKNaBqNTLLVzttTpdmOTtPwKtl9zvcH71x4r1HnxAEIitnMg9xNYbwpeJ9Ve4Op31ym1x996vNQKLzju2vcW631Q6lq/F8zsKsOGyGvHX7KvpeigAk7fucNTDpQa8YaGD+78ryvwh2+1tgl4v8nqDfEPIP3OFDoFuEuTsG0+cOIGZM2di/PjxuPPOO63Ok5aWhuzsbDz22GNVyipERESgS5cuiIuLQ1ZWFlq0aAEASEhIQEREBB566KEqy3vssceQkJCAxMREDB482Dw/APTu3dvq/FOmTEFiYiJeeeWVGud/+OGHERERgcTExBo/v7VyD/5i7mkV8m8YiKVYa8LsUyX4sUuk29clhu1oLQadzrPJ6hWppRh1dy2PrsMZRqNBsO9EUVaOfy5pkFykR6f6QXjhllDIpOK8wLFnG3l6MDYx/HZsqS42T97QJGQp0blhsMeW7yoxfGc6ra7GODx9/LOHTqf36vbKKtVArbbvebZW493to9PV/J15g70xGAwV5xG93rutzmqK78dk6+MseHq9YnAmvxy3R9hO8Hgij7HgvAo/dAqze36NRriW0fZ8h4tSlHA0RK2Xj2Pu4krMOjf87hNztKLeblqRHJMr3bIsG591qIUP7gq3+rrGmw1GTOI5JlYXh/Vij95hgsnpbSTVapyO3Zl1SrVaQbaVvbG6IzOh0+sQ6mAc7s+IOM+TMUoLcr36XVRHLMcVdwsLs/86CXAyeavRaMzlEkaOHGlzvsr6tG3atLH6eps2bRAXF4e0tDS0aNECKpUKOTk5aNeundWWvJXLubHubeW/27ZtW2X+ymnW5rcWk0wmQ6tWrZCSkgK9Xo+gINub59q1azAY/LML3vzUqknF5ekafNzM2S4mtpOU11tRC5fIvLEld6XcAhlg81DuuinJ5Xi+tjMDOnh2O6nVGqvbwxtxvLEzD/GFFb+5xRc12HmpBF/dbq31hfBJb3u2UUXpV8/Fat/3VMm726z62DwXy/iDxVjQ0ZFRrsW0XSp5NqalKSV4QFb9Nioo9Ozxzx7FcjkyM2/umuy5bbP8ghLPRtk34FeeQgrAsYstVxQWFSEzxNb1hvf24ar7r/V1l6lUyMwsRkp+CFxoI+Cwmn9fntlWYj4WVxqepMQDsrxq5giHJ1qDObJtcjSS/8XhffbEueSi499dSYm145hzKp4He2f/cWyftnSp0D2/ezH/ro5fK8GMYjmahprwUF0DQqw+9/NeTFoj8O2JMrQxFeHuqKqJWoXee/GYTCbBrgFvVl0c9Uwmwdq/Go1Gp39jwaVFqOfkerPS02AKDql5xhuEFOc7vT5X2Lt9GrhhXXJ5ic3Eo6043LFed/F0jN78LtwRhy+RyWQ286S2OHV2/eGHH5CWlobdu3dbTbJWKi2tGMihTp06Vl+vXbu2xXyV/6+cXtP8Nb0nKirK5vy2YoqKioLRaIRSqUR0dLTVeQCgWbNmNl/zfdaTimckjfFEC8cO+tUtDwBiYmJqnMfTrsdwnVSjBuDZ2p31mrRARLCjlw6e3U4hoaGIiWkkSByVidtKm/KC8EPXhmgYfvNVsfCjGFvbZ24WoTEC8FxNLXtiuM6726z62DwXyymFzIe3SyXPxrS/WIZUWWM81sz2sfzMVSUAR5Lg7lcnOhoxMdcTOUaTCUCRx9YXFBSMmJiGds2bX6gD4L2BqurVq4eYGFvJYu/tw1X3X+vrjoiIQExMY+BiKQDvtVKu+fflmW1V3XpNJhP+OK/Gqssa1AqSABCuBqakXjO0iLB+zS6VeH/bVIlBZQAg90gcNfHUsVkXVhthDcKRpjCgY70ghAc5ny46VaQH4J3xARw7j97ksnt+92I+l6/Ovt7D59EmwVjUMwqhspu/W+9fq/5dEIVF7areD1cMRuydGq8SiUSwa8CbVReH1ChcAyypVOr0b0xa7PyD49ZqOXRt7ndsfWHeewB7I5eOQQ6qJ7G9L3gzDmd5OkaxbAOxxCE0h3+Rhw4dwq+//orPPvsM7dq180RMPsHRJs7+4M19Csjfao6cMgOSC3W4t0EwGoXbTt7bQwzb0VoMwUGeP6knFAIDbxH+899IKpWK4juptCbTgFEdhG9pezN7tlEYPLsPiel7upmQsXG71OzPC1o83cb6Q9J/0sqw8pKwiVsACA4KMm+vPdc0eHevZ288JRKJ3d9PqPVmVh4THBwsin3H3hikMhnCwsIgkXqmTIEtQm2j6tb7xzklvjoujlq7cmMwbg2z9dBGAk9UnXXkOwn1cpmNG3lq35mbosbclIqunrWDJVjVtz66NHauV8Os895LermyPaRSFdyRvL2qCULbOsIkjhyxK0eHpCLgCZsP2Lxn21Wd1e9OLfFe2QSJRDzXOmKJ42YS2H+9UeW9Ic73iopcuwDlnbo5tr5QYXphefO7q7VjtSjicJanYxTLNhBLHEJz6A5Er9dj+PDhuPvuu/Hxxx/XOH9la9iSEutPim9uNWutZW1189f0HoVCYXN+WzEpFApIJBJERoqpmol4LEhR4c6VOXhpZyFu/zsH81O8e3PmLd4Yu2baCe+13PJVaoPYhzAh8j27qhls57cz4jimV/7yy/RGvBJXiLxyDsjiKypPn7vtHNTJn/1yWhy/J0D8Q+QIebb3xmCXpToT3nPhIVS2KrCOgV035CLuqm/UOPz8oHdaRJN/kKhKAZXC+yt2ptyjUIO5cgBiIqsceqSpVCrNNWMbNrTevbBv374AgL/++ss8kFl6errVeSunV9amjYiIQJMmTZCRkQGDwVClJMPN81f++/jx40hLS0O9epZVWazVw638t7WYDAYDMjIy0KpVq2rr3Qay0Ulyi78/SSrBi21qISpYgtQSPWQSoG3tII7cTQHvksI/a2Lb40SBFvc2cKbECgntRKHwg5XdaO2lcpTpeRHva9JKhGtFKSaZSvGcB6q7KjME+I3ygTwtHnayRawjMpQGpMh1uDPa8YE1D+VbGwNAeJcVeuzMUqNBmAx9WoS6LQmvMQDfHS3FY83F39oqkK/33O6pEfj78HcWk+qGuNbLU4zCp45G+ec/A+EO9i504fZa4syvM8DPDURi41CGMjQ0FK+99prV1/bv34+0tDQ8+eSTaNCgAVq2bIm2bduiadOmOHjwIFQqFSIiro9XqFKpcPDgQbRq1QotWrQwT+/WrRvWrFmDAwcOoFs3y6b9cXFxAICuXbtazL969WrEx8ejc+fOVue/cTmV/46Pj6/SejgpKQkqlQrPPvusvZuEAAyJK4TeWHHxCwCPNAvF8sfqoVaQd7uWupM3Us9iTHDzFO0epVoj+m91zyAlvqj/1gJsfboh2tezvEFdfN6zdaTJf5T+b3Ts/TneSViklTLZ6E6/nxNPi1OqmTcHoxejVLneK8lbAChQ+8/GTsrV4IUdhVD97wHbfQ2CEeFCXd+bnSjUwWgyQSrC62XykNsfwgvXooWOwuNkGRcQlHwQ+i6POvZG3qiZSUq9U8eZSEwcyq6Fh4fj119/tfrfgw8+CAAYPXo0fv31V3To0AESiQSvvfYalEolpk+fbrGs6dOnQ6lU4o033rCYXvn3999/D632+k1bbGwsEhIS0Lt3b7Rs2dI8fdCgQahduzbmzZuHq1evmqdfvXoVf/zxB+rXr4/+/fubp992223o2rUr9u3bh9jYWPN0rVaL77//HgDw+uuvO7JZAl5CjtacuAUqukrOElFXQfJdSbnibGlSk51ZapQHcMkHpd6ElRct6zyeKdJh5H65MAGJxICt+ViTLo76l6Uiz9ZsvuLd7rIGE7DhcrlX1+mvJBJuS1+i9mDL9inHfaM8lDdzg/7UkO2HY6XmxC0AHC/QIcHND9zGHChBbhlbtpITRP5jC104Q+gQfJrsaILQIRB5ncdrA4wcORJbtmzBTz/9hOTkZHTs2BEnT55EfHw8OnXqhOHDh1vM37NnT7z++utYsmQJevXqhccffxw5OTlYt24d6tati2nTplnMHx0djenTp2PYsGHo1asXBg0aBABYt24dioqKsHDhQkRFRVm8Z+bMmejXrx+GDh2KQYMGoUmTJtixYwfOnTuHd999F126dPHsRgkAPxxXYOy91gfEIbLXnmwNcssMaFzLt7pMTTspQC0rkZl1RolJD9Yx//3bWT7Q2Zejxb4cLUJlEvRvFW7xWrHGiCWp3muZvOWKGoNvFd9ggJVS5BUtYb156/XFoRI80ypMlL0iyPcYjOJKHNjarT3ZHX/qCQWGtYtE3dCa24roxP08iazY54WeEfNTVNiXrUHCwEYIkfnGsblAzWQz1UxSzt5orghd9qvQIRB5ncf7tUdERGDz5s0YPnw4UlNTMWvWLKSmpuLDDz/Ehg0bEB4eXuU9P/30E6ZMmQIAmDt3LmJjY9G/f3/Ex8fj1ltvrTL/yy+/jNWrV+O2227D8uXLsWLFCtxxxx1Yt26d1RIId911F+Li4vDkk09ix44dmDt3LiQSCWbMmFElOUzkKWUivFMR40Pqv9PE0VJRbMYekKPch2qBLrvgne/xtzNKHBNpbcBK885ZXrAXa4xovTwbXx/xXis1oxh/7FZ4YyChSlkqA1JZq5UclKGwvs+I7QwvRNrLBOAvOx9K/ZshXGttqTdb3npvVX4jtUTvUz2x9GL78QcqH7nO8Rpf2h6+FCuRF7mt5e2cOXMwZ84cq6/VqVMHkydPxuTJk+1allQqxfvvv4/333/f7vX36dMHffr0sXv+2267DYsXL7Z7fgos3mh4lS7CAQ72i/DieEGKCiPbR9U8Y4CZd06FQrUR8x+pV/PMAWT8oYpRn79/sA7+c3ekwNFYtzdbY/H3agFKKVi7LNaIrNTHrNMKeLvxoi89ECFx+O2MElMfiq4y3VfuPT19uZNnZ43Xc3LhHpzUtA30ImtFHYh+PqVAr2beqUvsKu4t4iApyIGpUTOhwyAfJsnPhqlhU6HDIDLz3RGliCgg+OJFsLdu2tdcKodShC24xeC7oyUereXoTmMOlAgdAgDgm6PiiKPSl4dL8U+6d1vj+cYeI36BtB1/P+cbXV+FqgZyslAnzIrdSIwPtkmcsssM+DRJLnQYBABG8TWScZ0rZ9dAOjO7R/jkUYBWU+N8RN7C5C2RFUodT3DkPI0XW+lcZDdvq9QGYFumdwe98iXW9tDfzvhGEsqT7Hnw4htVF4VTojUirzwwHyqdK9bhx2QFFp9XoUjjG9vA00nd9FLxn6Nq2gQTj4jrwVYg8oVS5OV6E/pvzff6gJtkg690fyAnef77lRbmQnb6iMfXQ2Qvjw9YRlQTb9Y0tNdGjpQtGuLbO2p2WYQlMYS055owT63lWt9InhD5ApPJZNdgbhsuB2biYvc1NV7eWQjN/w7/t0T51kCbgaym/fqSjbrGzhDhJa9PuKoS/3XVvmwN0krFH6cnScT0eNMvf2wi2r4BIjh+AwydugkdhvBMJshOH4bswmkYWrSB4f7ugIypRG/jFiey4kAeu8iJhRivvY7la9GpYYjQYfiMWacVgqz3XLHvd9f1FJZwtI6bxbZWy7PRvl4wZj4cjTujg4UOR3Smn1SYE7eA+B7iCXXLn+UDSTdvbpt9ORocztfinnpBeLxFGKQibFIaf1WN3s3DhA7DQoqANZHt9cNx7w06KlblrtbOX/kVup1PtZh0T+0w/H5vS4cXVWv8mzDe0QHa/kNhaP+ga3GJRqBcpdT8OSU6XuN7U8jaBQjZuNT8t65Lb2iGT/CNbhF+hGUTSHCBchryF74ySr0nLThvu3u5r9RZ9abYq8K0vPWVWpRCOMgHVD5DLIn2Uq0JiTlaPLOtQHSD29XEGz18EnPE/Zuy1brUG7ddl+1ouSrk7Z839+YZJxWYdKwUg3cW4aNEuSh7n407yDIRzjjhB/WdBZd9EQeLyyz+O13qXG8OickEWcpJhP13PKQZF9wcqA/SBGavmIDk7vOKugzBm1dYTAo+GA9J9hX3rodqxOQtCe5csfifptN1V5Tib0XjaX9dKKsyLbfMgMsKPeuskk9Ym14OrcGE/TkaJOZooPWxZJynlIn84YveaML4Q3LctTIbD6/LFSSGvHIjtvvYce5f1qAU1B92PEgT8pcnVC+NZRfKcElkLbQB4EI1tfSTC7WYdLQUPyYL06OGyFESgx7BuzYKHYbgpEX5Qodgv/IyBMVvQMiK3yA7I3TNWXFfF1qlc+PDZJ0WQUk7ITFUPS+E3JTQJc9j2QQS3NECcbdW8aTLCj3+vliGEq0Rz94Sji6NQ4UOSXRE2CjFgs5owgf7irEqnXWSyXeUG0zo/W8+ThdVJC3a1eXlAAAsOq9Cj6biOg7f2CLx+2Ol5oHlssuEq+m8McO3jndfHmJLQlstW73R4nVTRjm+f7BOtfMI2fL2l9NKfNvZdnwVdTw9czEy+4wSMx+OBlDxcOa7o6X490o5mtSS4dMOUXhUoPIFT27JR+0QKV5pWwvPtg4HACTkaPDCjgKoxZdvJqpW8K5N0Lz5idBhkJ3Cp38K2aXzFX9s+weaV0dA1/c5AID0wmkEnUgSMDrxk5103/aRpZ5C2KIfrb4mUbJUjLfxbo0EJ3RyLr/cgNgsNWRSCR5vEYYgL7ZHf3xzvnlU7j/OqbDssfroFyNsnbGcMgOa1LI90IrOy314TSJ/4rn4vErQxK24tw6JWWXiFgDOsgcEAGDNpXLMf0ToKGz77yml0CEAEE8pB3tlsMeIzeSoj32VgvDkdUjBDZnQr4+UYvaZit94WqkBR/ILsWtAIzSr5prMU5JyKxpWbM9UY76pLp5vUwuzTyuZuCXyZeVlQHgt++cX6CbdnLj9n+BNf0HXZxCCDsYjdO4kSLwal+/VdJUo3dczInya7YcektJit62H7MOyCRTwemzIwwcJcgzbW4xHNubhFy/eHFcmbgFAbwJ+OyP8jfnoJLnV6Wq9CTsy1ei8Ns+r8Yg9SfAZa8MR+ZW/L1Yti0KWxH5cJvvN8cJ1xxWlAd3W52LikRJziRaNwYTYLDUWnVfhskLPJDJgTtxW0hgqHhC/satIoIgq/JlS0dp/q8DlUvbnCFM/n8jrFHLITh8BlO69x4j46FlA73sP66UlRZDkXUXwpmVeTtwCfMRpmyz9nNAhBBy2vCWP6b81H/c1CBE6jBrl3JBAzVAaMP2kcHW89mQLf2G65YoaZXojat3QBFmlM+LWFTmujyLrhBu/HzESeYlMInLQ+/uKMfhW2y1TvD2wrhgPMWLvEQFUJAf3XNPgitL3blS9yVv1gM8U63GmWIlCtRHTH4pGy2XXoL3h9N60VmC2J6kpDyGGgTcrW+EK7adTCnRtIq6yNkTuFpS4A6F/TIHEZIRJIoXmvc+h79rXLcuW6LQImzkW6nHWu8FXfYOIWp0ajZBlpQsdhW8Q0/dGbsXkLXlMQo4WCXaMviz+W8DAE39Vg/6tws1/P721QJDELRGREEwmEyQ2Ln6FLvUjBmJveavWmzAkrhDx14R/ICoWYrmXW3qhDKEyiUXiFhC2hnN1DEYTijWe2+FPFgozWJov2pHF37OjTCYTLiv4AMtnlJchdP5USEwVx0OJyYjQP6dC36kbEOZAuYNqBJ09Buh1QFCwW5ZHRN4TmI+5iahaN5Zv0BpMOCHwzcXyC8K3PBErkdyPk4Pe31uET5LkOB7AAzaK2ffHxDOSuhh/42J/lrfzqpqJ25uIaT+q7IYvZnKNEUtSVai/+JpH18N6zOQpuWUG9NyYj0c25QsdCtkpaP8OSAyWxwSJQY+gpDi3rsfeWqUSeYFb1+sSPjm3H7eV32LyloiqFX9N2BpnAPBBghz9NvPik/zH32nlmJ+iwqO8qRKlBedVMIrk4leMidJ9IijxU51xB1iL/GZiaXnrC+QaI57emo8RiXKhQyFy2pgDcpwqYstuXyLNzrQ6PXh/LKB133lXUmZfrfPgPZvdtk7ynqBTh4QOgTyEyVsSnEjuj0VDbaOIak6Z91pnXLqhi1WJVhxf0ME8LXRi76tLRH6hSGNEodp6N25vH4VsDSIpJIVO3Mfiq148X5L/2ZhRjjPF7GpOvm1jhvCNL8hR1s+tstRkRHw4sGIQMzewezk6Jv99UdDRfd5bmYHnSm9i8pYEJ+5bQO9LK7V+EDyS773u1WKtPTdPBAN3iM3faWVCh2DT6/GF+OF4qdBhEDnlwXW5uKYSRxLwmBeP/+Sf2PDWfmxxW5VGJF0AxiTJRdMrghyjFck+5KskGjXCFkx3z8KM9t7n8TvjJqieND1F6BACCpO3RCITJrMxSI6X4xAjb7Y+toetVtLeNPesCiaR3shszFBj2gnx1A4lckSxxoSvjoij+/3cs/Z1cQxk6y6VISlXA70APTQScsRdRgKwTN4eytPg0yQ5PjsoFyoc8jFyjTge6v+RosLmK2xR6otis0TyvYn0mtmr7N0G3FRUg5C1C4QOIaAECR0AEVkKsvFIRahrjUwRDaYhtqoJi1PF0RL4i8MlOFmoQ8MwGf5zdyQ6NwoROiQiv7A6vRx/9hI6CuCf9HKkluQJHYaovbW7YgCWfi1Cvb7u/ltFNKhLDfZma/DCjgJoxZGLo/8R60PYSlIRNd3+7mgpBrQKFzoMCzcO9EvWjT8kjoehkryrQocgPJOdJwAR/e6ZdLdNUpCDoKQ4SMpV0Hf27kWrND/bq+sLdEzekuBMfKxn4VCeFq2ixPHTzCs3YNIx8XR7V+nEdbc57qA4LkR/O3M9iRybpUb8gIa4IzpYwIiI/EeWUo8WkcIfk08UsvacPbZnib8VrBAqByxbkKJi4pYcJqbkbWqJ+GosTj8pnmtlscoQSWOQ4F2bhA5BeD6YCJUIFLOkWNwDC0vysxE+6UNI5YUAgODtq7y6fiZvvYtlE4hE5kyxeG7QN1wuFzoEC4tSxVvfVSxUehP+EXEdXCJfs/SC5e/J9255iK7fq68X2XmdKoj9uCKi3K0oFWvE/g2ST/BWgvJ/NW+lmekI3rgUQbs2Agq5lXi8E46Yya5eFjqEagXv22ZO3AKARC+ePAK5H5O3RD5C4uUr57XpZRhzQBwtS8kxM5PZfa/Sd0dLRDPQCvmmqazbTEQBTuLti1Ai8ijZ6SMI/2YYQtfMR9iiH1Hr+48gKS0WOixyUMiGxUKHQF7E5C2RyNh66Ort3iLv7OEJnHzfzGQlPtjHfZmIApsRwF8XxFGnXYwWpAi7bcTei1lsZauIyAVGI0I2LYVEd72VpjQ7E0EH4gQMqiYiP0gSeQGTtySoH5MV+CSJrTtvlKkSR00oniLJX6y5VI6Sm4o8sjUuOUvsSRYia748VIIPE+RChyFao5PkOJynFToM0VqZxnIbvkAvtpF9HRRq5G/QGyQmE2QpJ6tMD102S4BoiMheTN6SoL49ygL/N1t3iRfIvkDsF8j3r8lB1/W5GJMkFzoUUTh000353mwOakSOMZpMOF2kQ7GGLdDI9+y8ymNeTX46JVyJFHFfUQAZSnENErY9Uy10CKK0R0TXNmq9CeflOhgdeOIZavTgfqYVz7YRnMoH77/FfpAk8gLhh08mIgs8N/mGNivEPbpmWmlFC+6zxeK64RKLLw+xxT/ZL61Ej2d3FCBTJKNlE5H7bb6ixtp0DvjpCxacV6FfTJjQYYjOtitqPNZc+O2y/IIKo5PkUBuAxuFSrOxT3673RTSKwV1lVy2m3VPbPZ8nOG49dE++jOA9m92yPE+QZVzwynpCdq7zynqIyL2YvCUickKplml2XyIBcCBXg19PK5FfbsT5Eia1yX4fJhYzcUsUAP57SpgBP8V+RVGkFlePA7a8tU4M+9HQuEJsvnL9+8ktN+K1XUV2vfeOAe9j50n75nVU6N9zoHvyZUjKxDuor+zCaaFDEC/WrBItSVGe0CEEDCZviUSoRGuETAJEBl+vbMJTFpHzzpfo8f2xUpTp+UsixyXlsg4fUSA4VaSreaYA9O8VJkt9gRjq+W+2sq/w4Se5SpqRKnQIFTQsb3izWp8MFjqEgMGat0Qi1Hp5Nlovz8aoxGIYRF5blcgXrLhYxsQtERGJEhuVOcfEDWdh6YUyFKqZKCU3EdHvK3jfNkHXLyktRtjkUYh870lB4xAjiVFcPTP8GZO3RCJkNAE6I7AotQzzU1QAgGsqXowROes0W1MREZEI/XpagbUcrNYpHOS3qtlnxFsWQHAatiAn54TNmoiglBNCh0EBjslbIpGbcKRiYKV553gxRkRERORPJhwuxfv7ioUOwyd9f7xU6BBE58dk371fkHq4SFz41I89unzyU+VlkJ0/KXQUREzeEomdxlDRLeySgi1viYiIiIgAIK2U18ZkP1naOaFD8CkSMY24ohWu1bREWSLYuoluxOQtkQ/47hhbFhARERERUfVYC5jcwQSJ0CGYyS6dF2zdEnmhYOsmuhGTt0Q+wJe7QBERERERkXeMO8iWgkTuErr0F6FDIAIABAkdABERERERERG5bt45ldAhOKUo/RRWX5VbTKsbIsNjDaOECcjDJMUFMEXXByQSyM4dFzocskGWkSp0CEQAmLwlIiIiIiIiIgGl71qJwVcvW0zrUreW3yZvI0a9AGPtujC064TgA3FCh1OFqGreEhGTt0RERERERERE3iQtLYZUhIlbIhIf1rwlIiIiIiIin3EgVyN0CERERF7D5C0RERERERH5jDlnOZgvEREFDiZviYiIiIiIyGdsuKwWOgRyszqGMqFDICISLSZviYiIiIiIiEgwEhMHyCIisoXJWyIiIiIiIiIiqsBkOpGoMHlLRERERERERAKSCB0AEZFoMXlLREREREREREQAAElJkdAhENENmLwlIiIiIiIiIgpgsnPHAaOh4t8XTgscDRHdKEjoAIiIiIiIiIiISDjhUz6GKSIK2qdfEToUIroJW94SEREREREREQU4iUqB0H/mCR0GEd2EyVuyYOSokkRERERERERERKLA5C1Z0BuFjoCIiIiIiIiIiIgAJm+JiIiIiIiIiIiIRInJWyIiIiIiIiIiIiIRYvKWiIiIiIiIiIiISIQcTt6q1WqMHz8eTz75JO688040btwYt99+O/r164e//voLOp2uyntKS0sxfvx43HPPPWjUqBHat2+PCRMmQKlUWl2H0WjE77//jq5du6JJkyZo27Yt3nnnHVy+fNlmXHFxcXjqqafQokULxMTEoH///tizZ4/N+S9evIg333wTbdq0QZMmTdCtWzfMnz8fJg7YRUREREREROQ1vAsnIrJNIpfLHTpOFhYW4u6770anTp1w6623okGDBpDL5YiNjUVmZiZ69+6N1atXQyqtyAurVCo88cQTOHXqFHr37o0OHTogOTkZ8fHx6NSpE7Zs2YKwsDCLdYwYMQJLlizBXXfdhccffxzZ2dlYv349IiIisHPnTrRt29Zi/pUrV2LYsGFo0KABBg0aBABYt24dCgsLsWjRIgwcONBi/pSUFDz++ONQq9V49tln0bRpU+zYsQPnzp3Du+++i+nTpzu8If2FxmBC4yXXhA6DiIiIiIiIAkTMlMeRmXvVYlqXurWQ2PN2gSIiIjFQLt4tdAii4HDy1mg0Qq/XIyQkxGK6Xq/Hs88+i4SEBKxcuRL9+vUDAPzwww+YNm0aRo0ahYkTJ5rnnzhxIn766Sd89dVXGD16tHn63r178cwzz6Br165Yv369eT2xsbF48cUX0bt3b6xdu9Y8v1wuR8eOHREUFIS9e/eiefPmAICrV6+iZ8+eAIATJ04gKirK/J6nnnoK+/fvx6pVq9C3b18AgFarxcCBA5GUlIQdO3bgwQcfdGSz+I1SrREtl2ULHQYREREREREFCCZvicgaJm8rOFw2QSqVVkncAkBQUBD69+8PAEhPTwcAmEwmLF26FJGRkRgzZozF/GPGjEFkZCSWLFliMb3y7y+++MJiPX379kX37t0RHx+PzMxM8/T169ejpKQE7733njlxCwDNmzfHu+++i8LCQvz777/m6RcvXsT+/fvRo0cPc+IWAEJCQvDFF18AABYvXuzYRvEjRRqj0CEQERERERFRAHnu0aexr8dtFv/NvTdG6LCIiEQhyF0LMhr/v737jm+qev8A/rnZbTrS3dJBacsqo2WUvffee1VAloIiCIiI8EMQBPmKyMaFCKio4AAVBEFkOEFBhgKyZVOgu03y+6MmtDRts+9t+bxfL19qcpN7kj6599znnvMcA3bt2gUAiI+PBwCcOXMG//77L1q3bg2tVltge61Wi/r162PXrl24dOkSIiIiAAA//PADtFotGjRoUGgfrVu3xg8//ID9+/djwIAB5u0BoFWrVha3X7BgAfbv34+BAweWuH3Dhg2h1Wqxf//+Ej9vZmZmiduURllZerGbQERERERERI+Q0MBgNMzQlrwhET1Symru7eHysSWxO3mbnZ2NxYsXw2g04s6dO9i7dy/++usvDB48GM2bNweQl7wFgJiYGIvvERMTg127duHMmTOIiIhAWloarl69ivj4eMjlcovb53/f/P/9cB3c/I9Z2t5Sm+RyOcqXL4+TJ08iNzcXCkXRX8+VK1eg15e9ROeVTAGAh9jNICIiIiIiokfEVZVO7CYQkQTln3lfVsjl8iLzpEVxKHn7yiuvmP9fEARMmDABs2bNMj927949AICvr6/F9/Dx8SmwnenfpsdL2r6k15jq3Fravqg2eXt7w2AwIDU1FTqdzuI2AFCuXLkinyvN9Pf1AFLEbgYRERERERE9Ig57R4vdBCKSoMhIlk8BHEjeenl5ISUlBQaDAf/++y++/vprzJkzBz///DM++uijIhOwZYWtQ5xLC1V2rthNICIiIiIiokfIeXWg2E0gIgkqq7k3W9m8YFmhN5DJEB4ejpEjR+L111/HoUOHsHjxYgAPRsPevXvX4msfHjVraWRtcduX9Jr79+8XuX1Rbbp//z4EQYCXl5fF54mIiIiIiIiIiIjcweHkbX4tW7YE8GBRMFPN2bNnz1rc3vS4aTutVovQ0FCcP3/eYj3Zh7fP/9/569qaWKqHW1yb9Ho9zp8/j/Llyxdb75aIiIiIiIiIiIjI1ZyavL169SoAQKlUAshLlIaFheHHH39EWlpagW3T0tLw448/onz58oiIiDA/3rhxY6SlpeHQoUOF3n/Xrl0AgEaNGhXYHgB2795d5PambUra/uDBg0hLSyuwPREREREREREREZEYbE7enjx5Eunp6YUeT09Px4wZMwAAbdu2BZC3iNnQoUORmpqKRYsWFdh+0aJFSE1NRXJycoHHTf8/b948ZGdnmx/fuXMnfvjhB7Rq1QpRUVHmx3v27AkfHx+sWbMGly9fNj9++fJlrF27FgEBAejSpYv58YoVK6JRo0bYt28fdu7caX48Ozsb8+bNAwAMGzbMti+FiIiIiIiIiIiIyMmElJQUoy0vmD9/PlasWIEGDRogKioK3t7euHLlCr799lvcvn0bDRs2xKeffgoPDw8AeSNs27dvj2PHjqFVq1ZISEjA77//jt27d6N27drYtm2beVuTp556Cu+99x6qVq2Kdu3a4erVq9iyZQu0Wi127tyJuLi4Att/+OGHGDNmDAIDA9GzZ08AwJYtW3Dr1i2888476NGjR4HtT5w4gfbt2yMzMxM9e/ZEaGgoduzYgRMnTmDUqFGFEs2PkjN3c1Hn02tiN4OIiIiIiIgeER6rR8H/3M8FHqul88DW+jEitYiIpCB13R6xmyAJNidvDx8+jHfffRc//fQTrly5grS0NPj4+KBatWro3bs3hgwZUqhe7N27d7FgwQJ88cUXuHbtGkJCQtCjRw9MmzYN3t7ehfZhMBiwZs0arFu3DmfPnoVWq0WLFi0wc+ZMVKhQwWK7vv32WyxevBh//PEHBEFAQkICpkyZghYtWljc/u+//8bcuXPx/fffIz09HbGxsRgxYgRGjhwJQRBs+UrKFCZviYiIiIiIyJ1U/+uL7IvHCzxW388T+5tVEqlFRCQFTN7msTl5S2Xb6bs5qPvpdbGbQURERERERI8IJm+JyBImb/M4dcEyIiIiIiIiIiIiInIOJm+JiIiIiIiIiIiIJIjJWyqANTSIiIiIiIiIiEhMRi8fsZsgGUzeEhERERERERERkWToK9UUuwmSweQtFVDBWyF2E4iIiIiIiIiI6BFmlDM/ZcLkLRWgkAliN4GIiIiIiIiIiIjA5C0RERERERERERFJiMBVmcyYvCUiIiIiIiIiIiKSICZviYiIyoiW5dRiN4GIyrjKvqw/R0RERK5nBMt6mjB5S0REREREVlnXyl/sJhBRGZQj440hIqKiMHlLhTQMUYndBCqDBlf0FLsJRGUe700TuUawB7vMJhx5S0SuwBF2RERFY0+UCjGyJjS5wAu1fcRuAhERkV2+7RKEvjEeYjdDEgRBQLwfE7hE5D7pM94QuwlEJAIuWPYAk7dUyMgqWrGbQGVQmKccN5LLid0MIiIim0V5KTCxhrfYzZCMp6rzuyAi9zF6+SCnSYfCjwscrUtEjwYmb6mQKn5KsZtAZZRSJuB91sojIqJSSM+pSWYD4lgKiYjcK6d1Dxjl8oKPdRsqUmuIyB1YTuUBJm+JyK00ch6AiVzlyepeYjeBqMwyMHeLeB3LJRCROAwxVZD51EvQV6oBQ1gUsrsnI7vHY2I3i4jILdgDIyK34uwmIteo4C1Hk1C12M0gKrOYvAU8FDyJE5F49ImNkJHYSOxmEBG5HUfeEpHLNQxRmf+bl32lS7MwJgNLg36xHviyYxDUHNlOVugUpUEFb3nJG1IBeiZviYiIiEgEHHlLhRhZ042crLo/6yiXVj5KJgMfFqGV41KaXuxmFLCssR9U/yVu59T1wYu/3BO5RSRlG1sHAAB071wWuSWli4JDHgqoHajEbzdzxG4GEZUVFeujd865gg9pNeK0hYhIYpi8pUJ8VLw6IecSivhvkj5PJm8LqeankFzyNr8RVbRM3hK5QE3eiCxQ+uiF2j7oteOWeI0horKl89P4UPuT2K0gIpIkZumokGhv5vTJufKP5WbN29KFf67SIf9vzEspw8UhYaK1haiskst4RMyvOcvqEBEREbkFk7dkUdNQVckbEVkrX2aJl75U6pWCOxDeSp7eici1mMwmco0ZtbzFbgIREUkMr+7IoskJ7DTYo26Q9KZUdo5irSgiIrENr+wpdhOIiEjimoaqMCXRB23DObKdiAhq5jJMmLwliziWwj7fdglGyvBwzK/nK3ZTzIZV0ordBBjy/beSI3WotJPgoo78VUmXTABWN/PDnCTpnBeISjKqquW+gwQPf0Rl0pREDqQhItJXrC52EySDyVsqAlMBthoU92BUVWveLS8g/8VeUrAKPlwEq9ToEMm7naUB8ynS9UefEPSP9WQpC7KblO55loKqMUTF6hntIXYTihXiKQcA1A5UoToXSSSiR1xuw9ZiN0EyeCVB5CRDKj5I3lbSKVEnkB0uk/wXe0qZgAnVvcRrDNmkfaQG9YJYA5ukqV2EtG+UjaisRYQXFwEt7arqxP0brm7qh/D/EjruUppytJta+2N8NfYrSqvu0RoMiHVfQjVAI+3L32dq5I24VcgEfNY+gLFthawhT4ndBLIgdeWXyHjqJbGbQaWdWto33NxJ2mcvEg1HVtjmiWpaNAotmET4qG0A+sWIf7AxSmBM3sPTLJ9lTWWL1O69Ni9Rv1gPeCpk+LBtgNhNkRYeICVjQ+sAbO8YKHYzisRQKRvE/jP2jfXEsX4hONo3RPREstTEeMvRNEyNEVXELxFF9qkXrMaqZv5iN0My4v0e/MYDNHLMrecr+RuVbiEvupOcW7+lGxtCVvP0gr5OU7FbQVRmMHlLFol9oVLaNA8rPLU8QCPHmub+LBEAIMyz4KFGYEbDos1tA9EuQo3agUrMqesjaluerOaFNxr7AQD81DL0d+OoGCJrKWVCoRtnRGWRIAiI9FLgu67Bbtmf+Ld9rfNlxyB4KWWI8VFgU2smAKlkUu+BWuojN35UznO/bUO7O+Xw2unr5n8+uHQHAGAMDi/yZUYfP3e1kKykLxctdhOIyhzevieLmFsjZ1LLGVDWaBamRrOwBx30F3+5J0o7tAoB8x5adK+0XMi7mlRHvfEXRuQ6KgmdwzQKcdsinW8iTzntg9F4HaN4k5FKVhr7M92jPTBLpD6hW32/AbvP/47d+R6q7+eJHi++zIvTUiZz4lyxm0BU5nDkLZGLlcZOorNZ+g4eq+Rp4VGSKnaZ87xcz1eSy61Lr0UEAG0kvnhl/oU2KY+HhUTt/9X1tbAlETmDu/sXpfF86ad+dC/Z/9RGIrd5Z7GbQTYw+PrDGBIhdjOIypxH90xAxVIxMpxGgnket7P0HdQL5iJYVLrMTfJBy3ANR5JLkNTqRZvUDpT2cW4k64QWMCvRs1Dt1FqBSjQIefB31Io88hUAxlTl343KDnaTH6jFxY4LSZUXLk1H0pY+f53YTaAyIrttL7GbIClM0ZFFUr/gLE1C3bxCdGkhpWmoVFBlC6UBpHZx5atyT/zE+ylwI7kc7jxWDuOr5y20V1oSXmL9xDxFSG6FFXGc7WNh0cjnEr1R3ss9x2UvkWqeK2VArwolTyGX2u/a3Wr6P0iUtArIxchKGsxN8sGyJjr0j/XAi3V8sKVdYIEbNpNqir/g5ph4rj5P5IgOkdJLCCoEYCoX9KWyQMZrX3KO7L6jxW6CpDB5SxYpZEys2cK7mAv0h2uHPopalCs8dVisCBN7IbDS4PFSkJzUuCkz2SnSA0qZUGABkUgvada9fdjURPdeBHaI1GBArAc+ax+IaG9pdNyTK2kxqaYX/NQCfFUCxlfzwtREb3zZMdAt+9cqC3azrEmoOqphiArH+4XiqeqWE3yBGnb9TD7vEIg/+obg9x5+eKVqNlTyvN/6kIparG7mj0k1vaF7aLpyQoD4I+P83TGFuojMviChIjpDKhYu+xHrI41jD0mXAOCJatK5ATKpugdeqO2D77oFs26zA4ye0u+7PjKkc5qgUixtwXuAWno32sTEHjyRE9QvpgRA8zA1otw0ykuq4v0KX+xWtfCYOzxVwxvTa5WOkQ3Pi9TOluGFT5RS64eNc9PIs+TKpaMmqKVcdoTWvcedD9oEYFUzfyS5qSRK1/IP4jQpyPI+AzUyvFjHF2cGhuHswDDMrecLmSAg0kuBhiHun2FSVELVmTpGahDkYd3fXmq/awCo4C3HmKpabGzt7/J9yQQgykuBEA/ru8OPyqSR0jAqe5qFG1SvNxZ31fn/4w1iyWscqkKzMDXWNBM3VkwGVFDj2QRv1PAvul/srRRY0q4E2R36u3V/aQs3uHV/pVlOy25iN4FKEX1ULDKemQ9jWJTYTZEcngaInEBezEhljULAwR7BbmxNQVKouWtpgVhLCV0qqH+sZ7Gjul2hmp+iyCnormRLnTcvhYD+blpoydIoWynmbqQ2W2J6LdcnMEZVfZAIfbpG4SROlJccVf4rASIThELH6Tgf94+gTgxU4bWGOpfuo6RDfv5vQWJhAwAYUVmLVxro0MkNI9B87MiGSPE7c4XS8DEtHZ+bhIq3SKBGDvSJ8Sxw4+xRiZfSpEFIXozUlMAoemvJBMFtN61Lq5xuQ5HVf6zb9mcMCYe+QmW37a9UeagjktOiC4wajioXW+q6PUhv30/sZpQo46W3oE9sKHYzJInJWyIrvexA+YOHp84+aqSQQAYejESUSntKUt5bgU/bBaJdhBpVdO4ZKfh5B/dMJ88vUCPDd12DcWFwGOJ1lhPHPkoBgRoZGgSr8HG7AFESzCalJHxE1T5CgwAXT+1uFvYgSVPNT4FJ1R9cGGgVAlY29StQ7uJhT7p4FOyzRdRGHV5Fi3+HlsOoqlqXlDCw5fgmRn3ikkj991U/WLzkID0w1ELJBLGtauqPcK0cX3cKxIt1fPBkNS9s7xiIC4PDMLkmE28lCXJTSRepHfWsPebNquvzSI7sjrR29qIgIKfTAKSu3u7aBuWT+dRc5MbXdtv+SitDdCVkzFjm8v3kJjaEUVl6bsqIQmoHQLLJo51RomJ1iSwdi5YNiPXAlaFhuPNYOZftQyXLGw1E9jFI5Gq8SWjpiOn8koJV+KhtIA71DMFXnYJcuq+zA0MRoClq4SfXXyj7qGToG205MfJ992CcHhiGrzsHmUfNUPHE7J/p1DLs6ByEfhYWDHMFQRAwtYYnvkzKwOaWPjg1IBSNSxiBV9lXgZYW6nE7SiUD+sd6FFtz2EMhYFEDHU4PDENSkHMvNEyH26JK08zNdyOykq8C4Y/oopr2ljPSSCDh7eOGBRuLOm0Xcz/EbVQyIFlifbJ3m3qjx381rSO8FJhU0xvz6vmiQYgaPioZZtZx//oH46t5QSEAfWM8cKRPiNv3v6yJzqbtX3XxrISHSSCUbSITBDxdwxurmkqj3IO72FzjW+OJ7DY9XdOYhxj9g5A57X8whEW6ZX+lhoUflyEq1uW7zXxmPtJWf+Xy/TyqDH7uH+BDBTF5S0VKjtNAJvExMGcGhmJVM394KmTFjrBy1LddgiRxwUbOIcbFZ0m7nC/ywnYpw8PhX0TiFgBauSDJZZJ/pGDfCmpoZAWPO3UClYj2Lh2LhD2q1BZCJ9ZXgTXNXV+3NL8QtRFNQ5XwsmK2gyAI2Ng6AC/V9UGfGA9U8nU8xlqUU+Pc4DCsbuYPlZXFUT9oE4A+MR5Oq1Fs+vWo5QIeq1Twpku4pxztIx7UChYEAS8l+XBqt41eqC3u6DeZIGBsvGuTl0XFxMMju7e7afG//Da3DUDdIupciyHJV48OEdJpj8ncer64+Vg41jb3F+Uc2j/Wupu+wf+NuG0TrkYdG0oolRW2Hn4HuKlslFRYey4tQOHeODIK0rgJmvnYZOQktYA+tqq4DREzfSDn9YIlubUaAwD0ofbVkc3u2B/GAPffBKSCmLylIjUNVWJR1Wy0CpNmR6pxqKrIUYLOVtwiAlIX7uZFiyyR2i0Ad5dNCPWQ4dfeRZ/w6gerMNjKKaAvJYmTNJDLBPzQ3TW1m1vkSwwHamRYUi0LVX3lUMnynnu/dYBL9muv0pLn0rljRfr/fO3iUeGu4qEQMKGGN95s7o+xTqgn6K0U4Kmw7XsP0MjxZnN/HOsX6vD+gYLHt1cb6jCztg8ahagwtKInvuwYWCguesV44mCPYLzawBdb20vrt+ZKjpwGxrk4cWqNeUmuveFXx8rkaKNQNf4ZFIaJNdxXFqB5OemsPq2UAUMicsRuhiQprbgrpJEDXcvnjVjWKmXY0j4QrzfS4RkXxpMvV/6iMiq3ZVdkjZ+NjBdXwhAUJnZzJMeoEvfckdOwjSj7NcrlyGmVt2hcVp2mMNhxc0Of0MDZzSI78OxFxWoWoMfGFtKsrzQt0T3terq6l0tH9bpSlJdcEolnQ2kpMusiRgAxPgosb6KD138juH1VAmbV8cHnHQLxeYdAqxfOcUf5gqJUd1EsTXqoNmgdXwO+66TDv0PLYWv7QFHr25ZmbcI10LphxsCE6l6oFVh0oucpF9eWdZY2EY6PLs9fh1cs+Y+3CpmAyQne2N4pCG808UOFIhZpq6xT4vGqXmghgaRYFZ3456ySSKGOfXELpTqqVqASRa2VabSQ9vZTyzC7rrizR8QwuaYXvmzri0Z+BrGbUoilmttW1w51ou7RxR9TFtTXFZjZ5qOSIbmyFrPq+mJvN+ffFCznKYPHf/uLFWHRSkvs6SF3jhL/WE3Skvn4tAL/n/7yuzDoHs1p7jktulp8PGPKQje3RBoypv4P+pr18/5Hpca5Ho/DaNfo9NKZDylLxO99EknczDrSTF5bsqSRDqZrygC1DO+28Hdb4rmoxXmkyN25eFPHfHBFLf4ZHIbf+4Tg3KAwPFPTG83C1FDbMCXMFYlMW3IACS5YnblaEUlhVyYnrBHsYfkUadcUPjv1iPaAvYOEVHIBc108Og8A6hSTuAWAgXGebqnR6agoCyvX26qfldOEyTJ/tQytw92TAJd+ROaZK8Jsi+mJPkXWjH6yWuk517vSto6BmFnHFwn+0kgA5uepEDDIwmye2SL0Z0dX9SrUx+gX64FVTf3wa68QPFZM7eKEAJXTF2o90OPBLCiFTMD4aqXj5uLDHFlEmZxPn9hQ3P1HxSK3dpOCD6rUSH/9Y3EaJLKcFp1hVD+4wWFUKpE+/XUYKtUUsVWAvkY9UfZrqJJQ4P/vVqmNW4s/QvoLy5C6ajvSXv8EGc8uRHb3YaK0j6zH5C1ZxdWrhkuZIl+vs2t5ad/pfqyyFucGheGH7sE4NSAUtf+b9uiKFc0f9kIxFwVFjSpIdEEiUIryDzxWygSU91ZIajT3yCrWTwF+3IZtS1LdX4nDxZSTEFtRA8bDtXKUd/EIpq7lNVjRRId3WvjhwzbFT2WfklB0MmV4FS32dw92Sj3VunYurFXVT4mvOgZJYqp5Sd5q7thCMFKYjlta5zkEamTY0Npf9Js2YqkXpMKMWgV/y/5qGbpFu2fRv/wEAQjxlKPtQ4n0cE+5U0aoO2KFjYtguUKPaI8SF0QU0yftAhBjYVRpzwoeGFVV65Ya16aZOo1D1XinhT8aBKtQVafAzNo+WN3UDwPiPBFrRZ3x/DW6neHhsjFzknxEX3PAHuW9FTjeL9TuhRfJuXJad4dREO/8n/HcEkDLG2smhgpVkDHjDWR36Ifstr2RMX1poQSmuxk9tchNai5qGwrQeMBQsTrg4QmjLgD6GvWQ3aaX2K2iEoh/lUGlghTqpkrBhOpehUbrJFeS1kgrrVKG6v7KAknnVxvoxGsQik4meD4ii8BJPZkSacPve2glLVY19XP4bzenrg9+6B5c5DRuKSju7za7rusWeXq8ihbrWwVgUEUtBEFAy3BNsVNP+8QUn9yp5q/EV50cnzrnyMet5q/E/Po6h9tg8lyiay5SOkTanyho6cJF/WyhKKXJz1P9Q9EwpOB3uK6lexe8E8vVoeWwo0sQnk3wxtLGOrSPUCO5Ul6NYmeMCLdVzf8Sb++09MfjVbSoqlOgZ7QHvugYaNVigK4SoZWjnQO/UWdp4OTRoM728O/IRCYIWNRAh7MDw/BH3xC87eDNquI8ke9mXfdoD3zdOQgHe4ZgcoK3pG5eywQB49ww+naWC0Y9l9PKsbCB6xLPVXWKUnHTVQqMgaHIGvM8jB7u/77Sn1/KxK0FhvIVkT3wCWQPmQCDyAu4GcqVR8aziwCV+/uJ2a17WL+xj85VzSAnke5VM0mKhPpZZu4YTfqwesFqrGjqh1eO3MPNDAM6lddggRMTEq7SIVKDVuXU2H0lS5T9P+IlbyX/+W2tgzcgzhN9YzwQsO6K3ft052Ja9iru79azgicq65TYcyULh29mY/PZDKft11LuraiESftIDSpbUSM00kuB+fV8Mf2nu442TxSRXnJcTNUDAKr5KTCqqmsukGQOnOyGFzP9150kMPjXZiqZ5TIp3aM9sKC+L5770flxW1K5D3fRKgRzzU9BEDCskhbDKokXSy3KqRHyX3keL6UMrzbUWf3aEZW1ePtUmotaBnzZMRCBblqo1hWGV/bEO6fSxW4GdGoZdGoZTqXkumwfgypK43hordFVtVhzwnWxK4Ey2TaL81Vgfn0dMvVGScStTUS4cM1t2Aa59VpASLkN4dZVeM57yi37NVSq4Zb9kH1S134jStLWJLvfaNH2Tc5XCk8lREB5Lzmq6sS59zAwzhNH+oTi/OAwrGnmb174QMo0CgEftAnARyVMv3aVonJg9YPFuXh2dzJVyrlbrUJA5yjbp+XKZQIWuXDEhzWKqknrLCX9tuP9lHiimhc6umEkWFELD/YrYdRtfuOqeWFz2wD0jfGQ3IyBkuzvHowNrfzxSbsAfNslGAEuSuA4kvh0YynkYkVoHTs31pTAIpf5jY13zai4iTWlUetyaWOd2E0AkHcu6BfjgXdb2D/aeVJNL0R7uy65Gu1dusecjKwijZhzJYUArG/lvBHz7uo/jY33Mi8oSwX5lMbMs4vl1m5s+Qm5AsaAYJSequou4uH+PmbW0Kfdvk+riJi4BQBonPi3eMTDWgp4NCarSOm36q0UsKqZn1umXfWLLToxUtrq8qnkgmjTDYtKlj5eVZwLGXeXATFIdOitQgBWNPWzewGuUQ78/byLWsrcBl3Lu7YW5Pjq1n2+6nYmuyYU8f6WvplBcZ54+LrSUyGgi43fQdsIDdY298frjW2bLjsozhNVihjh6++GWRA+Khk6l/dA63CNS2+Ylbbj+sM8FQI6OrgKuRjX6Zbqc7qaVJLUYpcB+LNfKFKGh+Py0HJY09zfoVkREV4K7O8ejBgXJHBDXXyzzhb21ra291whdbE+cmxuG4BFDXxxsGewU8/N7uo9xfgo8Gl71w1wcNU1S4Dadf1ZU9e1hURKAklJdqeBYjfhASlOjxVBTsM2Vm2XOXKqi1siHTnNOtn8Gn1svMXHjUoVY00CpNMTolLJVVNXLfmjbwi+7BiIUwMK18VzlU6RzuuAVhFppLCUhWvlWNpYVygp5SoD4vLuPnZ2MLkhtiEWVpG2x98Dw9BdhMVwNHKgoxN+W/4uLr1Q0YrFVACgkhVlCyyxJafvo5JhTTM/88hQjRx4u4Uf1G4a7ikXgKdqFE42+6kFNJZ4/cdHyRuNdW6LCXtZWuxvbpJ7R/FPqO4lmbqb3g5kyxOcsOins+9XaJUytHXyIlMA8GFb6xNr8S7ub0l98Vp3+7xDENpGaDCqqhcq+jo3Qe2rct/vtF6wGl1c1D901aeoY+dCorZoFqZGuGfB43aIk2+mVLKyvyUFWQOfzFvoiWymr1TT6e9p9PJB+v+tsbrub25iI6e3QYqMggw5bXvb/Lqs/mMLv5fWG4aYKsit2cAZTSMHMHlLVilqlIGHGy8Sy3nK0SRUDU+F+8I2xNN5+xoj0ihTKSguRzWskhbnBodhT9cgNA51XRIo2jsvfgBA6ebkxkwnL1TxtIUkmq0UAuAnUt3Z6bV8zDUeywpXJwsAoFeMJ/4ZFIZdXYJwdlAYOjjx5pI14nwUmJRvqrlcAJY08iv1o1WlxNEbS71jXDdV0VkxPifJt0CJiXYRajQLK/6GbKITkpQmHSI1mF6rbCzu4oxzppRGtBZlVh0fJARY/1mDPFw7u8aRvq+rY++V+tbfCKnnhNJVv/YKcelspk52lHVyxP8a6VAr0PkJUYUALCjibxPmwG/QkTrt1pLLBGztEID6wSqoZEDdICW2tnd8EVQTtRyYV8+5N/CMLlrAK7vbUOR06OuS93YVfVw1t+6vuORo5pjnnbaf1HV7kLpuD9KWfw5DdCXrX/gILMplCAxB1tgZMETF2v7auHjkJhRM0mb3HA7I5Mht3glGeem50VIW8dsnqzxfyxt7/y242JWHXMDoqlosPZbqljaIkR5wZk3W4VW0eOZgitPeT4rifBQ4fa/wAhgl5du9lDIkBqqgdmES6IsOgVatwl7DX4mjt3Ocuu9uTp7e74yRLVuc2PG21dM1nNOpdnXO0JaRsRtaB6Dr1zdxKS1vUa3BFT2x4e/iF/iw55pLq5ShTpD7R7oKQt60z5m1fdA/1hMnU3KRFKRCOTeXICnrQhxIOq1r6Zw6k71iPPHrzcILhL3WSIf22286/P7doz1woEcw9lzJQrS3Ai3LqUss3fJ2C3/U/uSaw/sGgA9Eqv3uCjX9VQDsX2RJLXfddG5Lwjxl+DfdYNNrbiWXs/kGkTM+0q+9QlDnU+fEXH7P1vTG/MP3nf6+ABDlJUcPG2bT+Kpk8JALyNDbX5wg1sUjJv2cuALjbCtupAd7yPFd12AEvnsZuU6s2dA0TA0/tQyvHLmHO1kP3rhnaI7dpatcLf9NtYq+SnzTOQh6g9FpN2yfS/RGpJcczcLUiPRS4KnqXlg68g1A/6APHuYpx8Ze4Ta/d26D1lB//KZT2pndfRiQkw195ZrQJzR0ynu6kyE4HPLTf7plX0ZBhpyWXYt+PjAU2a17QLVrq1vaY6ucFl0hP/wDZHfviN0Uh6S/+oH9J0K5ApkT5kB++ABkV85DH18Lhv9GTBt9/JA5/v+gfnsRZPdTnNdgspr0b7eTJNQJUhUaGfNENS0ivBRluhaSO+5olyWW7pzX8FdaPS000sJ0WmdIGR6OSC/rLjA+ax+AJ6s5d5S0q0cB2cOVo5zdRUq/zgo+ChzpE4JvuwThj74hWN7EtpqypYUgCKisU6J7tIfbErdPVCtdq5a7Q+NQFbZ1DETfGA90j9bggzb+TiuBMiDWA54PjYyv4a9EfSeWK6qsU2JMvBfaR2qsSlxU8Jbj2ZqO3/R5QyKLg5lMcnDRtO7RHg6NAv2mU5BD+7dVnxhP9C9mLQFLxBjZf6BHMGJ9FXisiIUdHWmSqz7PzNo++LpTEEI8bTsur2iqc0l7nEWjEJxSI39qojcm2nAMceb5LdJLjio6BUI95fi8QxC6R2uQEKDExGoemBrj3MECzmTp+s5Z8Xt5SBieq+WDwRW15v75gDhPePoFArpQ8z9PNo5FUJDtxymjExfMymncHtn9x0Kf2KhU1vw0al0/8zOnZVfkNG6PzCkLoU8sPsGdPWwiUldvR8YzL0NfJcHlbbPk4ZGlJoagUGTMWAZDYIjr9l09qdBjWb1HOncnjsapUgV9vRbI6ZFsTtya6Gs3RvrSTx17/2Jkd5ZQPWkJYvKWrKKQCfigjT9ea6jD6KpavNfSHy/UzruD/Y4DKxM/asa4sUawGFqFq9EtXy04Dznwsg1ToQbFuX910of5a+ROn77lCo5e9JeFGxNS+wgKmYC6QSpE/XchUlxliMeraNG7guUkRv9Y9/wObKlZ3sBJsxA6WSgLMKKyFv8MCkNHCws3RXvL8Vyic8uOSJm1MW00Ao1D1Vjb3B/rWgY4tYRGgEaOD9sEoLKvAnIBaBiiwsbWeed5R4879tZoFQQBzzk43TzMU4b2Ii8O9jBbSgFY4qEQ8HYLP7sTuImBrrmJV9R0/DqBKsT7SX/RLlMbH6/qVeg4PqSip2TqJec3OcHbroSjqhSUvZmaYP9vv1t5Dc4PDsPztWw7jzjrPNw8TI1tHQPNMVPDX4l1LQOwt1swnqvpWeLMNDE5snhhSbQWBnXE+ymxpV0AekR7oGmoCv9rqHP6YAq30bh/PYmiGLWu7UPlNGyDrMcmI2v0dOir1bXuRRpP6BMbwSgX53xg9Cw6rowh4Uhf/KHL9p09cByM3g+uM3MTGyKnY3+X7c8lZM45NmS36w19vpIX+uhKyO48yCnvXVbZ/M1fuXIFK1asQM+ePVG9enUEBQWhUqVKGDp0KH755ReLr7l37x6ef/55VK9eHcHBwahRowZmzpyJ1FTL0+0NBgNWr16NRo0aITQ0FLGxsRg5ciTOnTtXZLt27dqFTp06ISIiApGRkejSpQv27t1b5PanT5/GY489hpiYGISGhqJx48Z46623YJToqvBS4KmQYXgVLRY20KFbtIe5IyJW3czSKLmy+MnbfjaOerGFUibgnRb++LKtD+ZVzsKPXf3QtIRahvn5uiCWLNVKLOo6N0jj/P3bOsrIWtMSfSwu/CN1Gic2ua6Lywc4ejZYUswov7HxWiQEKAuteF/NT+GSenuWDLfyeKRVCOhRRKLZVi/X8y0wwr53BQ8sbOALP7UMq5v5oW+MBwLUMkRo5VjeRIcjfULh48Rps9YYLeJNtqFWLkZY2cU1lpuGqfFjrxD8O7QcvuoUZB4ZNdrB2u3TEu1PwjiSYhpVVYvtHYMQ7MRZEM6oFeuMvFnHKA/8Myivbvz6Vv7oIIEEdZfyHoVGS/qoBIs3b4ozobp98dbLScer6v5KrGvpj+r+SvirZRhc0ROLGuic8t5kvQkOlFoaUUVb5LodxUmu5AlHTz1tw9X4rEOg+YZuaVLdX+nU42V+xf2u64eo8W5Lf3zRMQgjqmgleaPEGobIWBh00ijRk9u8k0vfP7vHYy59f0tKS93V7O7JhR4zRMQgbdFGZDwzH+mzVyHz6bl5I10jba9PW9rldBqIjBdXIP2/fzJmrbR64blHlc2npTVr1uD555/HuXPn0LJlS4wfPx4NGjTA9u3b0a5dO3z6acFh1GlpaejcuTNWrFiBSpUq4YknnkDFihXxxhtvoFu3bsjMzCy0j4kTJ2LatGkwGo0YM2YMWrdujS+++AItW7bEmTNnCm3/4Ycfonfv3vjrr78wcOBADBgwACdPnkSPHj3w2WefFdr+5MmTaNWqFbZv3442bdpgzJgxMBgMmDx5MqZOnWrrV0JktXg/JZqKPF39yWpeLl29Vy4TUDdQiXZBegTbeHEb66OAAwtvW2RptIWnQoZqfoVP/K821Dm8v/zTzCp4y/FiHdeM4lXLBRzpE1LqRiUsdOKFb4swtdNXPHamDpEahFlY9HBJIx3ifJUQBAGftg/AkIqeiPdTYHBFT2xtH+i2i5V4PyV+6RVc7GjIUA8ZPmgT4LSFIqO9Ffitdwh2dA7Eb71D8GZzP3Mtah+VDGub++PMoDAc6xeKwRXFSaJOTfRGvIXjQ0mcUbcwIUBp1ejU8dXc07l9+DOFesrtLj0wr56v2xcfMlnUQIcKPs692ItzQq1PHyed8DQKAYmBKnQt7yGJmr5quYAP2gSYj8+hHjJ82CbA5t+INTVKLekR7QEfJ/VzOpf3wA/dg3FmYCiWN/GDRxlbbLO02N892K7X2TsmJ8JLgfWtHPstlYJBzRYFqGVY0UTnsvev6OI6yQAAQeS+oSAge+ATMIrdDgBGf/t+O9bQR1eCMTTC/jews7+rr1nf/n0WJ197MsfMcPjtsnsUTt4CADy00Cc2hKFCFUBW+gbiOEPG5Fdg9AsE5AoYYuNhiI1/ZL8LW9h89Kxduza+/PJLNGnSpMDjBw4cQPfu3TFp0iR07twZanVeAuP111/H0aNHMXHiRMyePdu8/ezZs7FkyRKsWLECkyZNMj/+/fff47333kOjRo2wdetWqFR5ia6+ffuib9++mDJlSoEEcUpKCqZOnYqAgADs3bsX4eF5Rc0nTpyIZs2aYdKkSWjVqhW8vR9c6EyaNAn37t3D5s2b0bZtWwDAjBkz0L17d6xduxZ9+/ZFvXr1bP1qSAIahqhw8Fq22M0o1uuN/Zy28Io9EgJU2NstGIkfO68N452UQFTKBIyorMXqE/YvwJKfv1qGthGWR/7OquOLIbtvIfu/tVOahanRLsLxEUuftgvAsds5SM0xom6QyqULUQiCgHn1fPFMTS/Ebbpq9evsSUwV5clqXlj+p3WLFnaI1Di1JIBcJmBz2wCM2HMHp+/lIspLjsEVPbHkj1SHFmAxCbWxduDDAjVyfNkhCG8cu4+z9/Wo6KvA3CTfAhf/gRo5lolYHzfOV4m93YJx5m4ukrZcg+G/r210VS0m1fRGiIfM6clkpUxAvWDp1koP1Mjxfbdg/HYzG5MP3i2wgGF1fyVqByrx3l+FF6N7uC68PQRBwJZ2AXj58H0cvpmN2kEqxOuUePZQCkwhPbmmF2J8xOvgWlvDHAA8FQJ8VQIm1fTGKAdH7UrN87V80Okr+xdw06kENCkDtceL0jhUjZP9Q/FvugFhnrYfRyK0crvra/qoZNjSLhCTDqbgZEoOsvR2vU0BpXUEYFlRzd/906sdLbPSvJz4o+BtsaSRDtX88m4gSnURNatpvWEICoPsxr+iNSG3QWvoo+KgnV5EAs+N0ha8B+1zw5z2fvoKlaGPr43snsMdeyM7765kdx3s2H6tOJ7n1mlS4jYlclJ5ASky6AIhS7G/D6SPjXdiax4dNl/Bd+vWzeLjjRo1QtOmTbF7924cP34ctWrVgtFoxPr16+Hl5YUpU6YU2H7KlCl488038d577xVI3r733nsA8pKppsQtALRt2xZNmjTB7t27cfHiRURGRgIAtm7dirt372L69OnmxC0AhIeHY9SoUViwYAG+/PJLDByYV/z49OnTOHDgAJo2bWpO3AKASqXCjBkz0KVLF6xbt47J21JqUk1v9N15yynvNbO2a2oEVfCW44lqWqz40zkJSpPhla1PikV7K6CRA5l2XtBU0SlwMiUXAFDZV2H31EZLXq7ni3CtHLsuZ6GCtxzvWkiSWGt2XZ8iL7jaRWpwsEcIdl/JRIRWjpblNNA4OKKmsq8CMkFATQfrGNoqUCPHoga+mHKo8ArxrvZENS98dSEDZ+8XDKZ4PwVeqO2DNuEa/HIjG35qGaroFE6/AK4ZoMIvvUOQkmWAr0qAIAgYU9UL0Rsd67BHeslR3QlJ7lhfBZY0lv7iZbG+CtwYVg5Hb+cgzFNu86I3ZY3ivwTzvu7B2HY+I+945CPHkIpaeCmFQsnbwRU9oXbSxa6/Rl5oFkDbCDV+vpGNqn5KVPZ1/u/I2W4kl4NSJiDHYIRCEDfx9awD9TKLkxSsQnV/JY7dtm/BoZfr+YqyGJfJUjcs3iYIQqE6rNbWWHW09nydoLwb1XqDEd//m4WeO5zTN5SiNuH23zhy9CalO/Wq4IFP/8kQuxlWGyGBUmm2CNLIkOSk+vZSkN1lMDTvvOrw+xh19q/tYixX3u7XZj42GbIb/0K4exvKH762+30AwBgWhbRXN0FxYCdUX38IId2xa9CM2asder25XcXUni2OwcHEX07H/lAe2Fno8dxG7R78j9q9M4X0iQ0hv1h4hrlU5dZvCdU3m+17bUIDlkewk1PnLSiVeXdF5fK8jsCZM2fw77//onXr1tBqC57AtFot6tevj127duHSpUuIiMgbcv/DDz9Aq9WiQYPCqwC2bt0aP/zwA/bv348BAwaYtweAVq1aWdx+wYIF2L9/vzl5W9z2DRs2hFarxf79+0v8rJbKPZQ12dnZBf5dnDhvGU7fN7i0PZmZmSVe6DT0NyLUQ8DVjAd38sI8ZPg3w7q2md69a5QKo+IULvs7z6yhRtdwBU6k5CIpSInyWhmiPrpt9/upZED/8kqb2vtCoide+NW+xOhXbX3w040cGAHUD1LCQ5aDzMwHF7C2xI4loysqMbpi3vHE3uStAKBtiFDsdxKuBoZW+O8wmJuFzFy7dmU2LE4l2rFhaAUFlEYtPvonC3/c1iM1t+i72UaD0WntDJAD37T3wb6refHQLFQJL4VgTtYYcrJQWwcAemRZMfzJ3tjRAMjKevDfdQMV+OWmdX/QUA8Bj1fywMt/pMNgBHyUAlY00CLL9IaPkCpeAGAo8HsuLRw97hSldYiA1iH/jaAyZkOfDZzt6483T2Xi4PUcDI1To2OEa3/7gQqgY5gM1v6OXKm+f9HHFpkArGjoBX12FkytdFZr7VmToEGQAmMrlnxutDd2PmrhhRUnMrDshO1/+16RclHOF3IBGByrRp9ImSj77xYhw/M/FV9T3EOe159zVvtq64xIClTgZyvOCQuTtDbt157YGRqrxvozzjm/CAAGVLCt/5dfvFfhfrMt3BlD4yurbE7eqo05EKNb9lp9bYn9Sleds+xVw8d5v7ni5ObkuCduGrRBlm8AvNfMgyzduhliD8tKbIRMowBHgsie9GTqoAnIbPhgkJm8dQ/4/d9Yi9ta/V16+wHt+wHt+yFwTAc7WmXHPksg9/WHrWPqMxu0cXz/geWgjI2H8sxx80NZCQ2R4eFV4G/t6NAkm84l9VrB/4v3HdwjkNmoXbH7ddZxR/DQwpZbPTnRlSC/eQ3ZVWshbfAEGB+BXJo1NBrbZmg4LXl78eJF7NmzB6GhoahWrRoAmOvTxsTEWHxNTEwMdu3ahTNnziAiIgJpaWm4evUq4uPjzQngh7fP/775/zs2tnCRZ9Njlra31Ca5XI7y5cvj5MmTyM3NhUJR9Ndz5coV6PXiXkC5y7VrJU+vHxomx6z7rp0Ge/nSJatK4yytKmDu3yqcTJWhqrcBL8RloO9vJd89mxGXhRYBeX9TnTId166kONji4gUCaKoCcBe4dhdoEaDCnlu2/ySb+udiQLlcBKSn46INec46csBX4YG7ubaN/NHKjbj57yWYfkE3ixngaE3slMy+afbtgnKRev0y7OuuAT1DldhytWCXooa3HuU9jEjXAx2D9Yj2MODjfxW4lSOgZYAe7TzScfGinTt0gsZKoPF/i3a+fLpw+01ycnJw0ckNrfHfv1OuAilOeD9HYycrSw2g5BFFQ8Jz8FR0DgQhDS3rAxcyZKikNUCVmSbq35Ls55zjTsl6+uT9AwCXLrlll5LROkCFXQ+dr6bEZKOhnx6RMtcdB4eEK/H+5cLHNZ3CiOlx2Wjmr8eNbAGpekAhANEeRty5eg93rHx/e2InOQDY56PG7/cKH296h+bgEwvH4eERzj8G51fLR43DFtoTpTFgXWImvBTpuHzJ2m/F+boEq/DF9aL7Ox/WysDda+lw5lySRXHANh8FLmQISNIZ4Kc0YuQfBS+aKmkNqCO/YVf82hI73XwFrIdjo7oa++mhkRnRKViPBDj2m3sxVoZJx9XINNjWH+wcnOvSOH6YN4Amfmr8cMf60cIB6VcdPB7Z3gc91DgdcsH6v4nj5yzHy1E10OmRdfMybPuq7Nvv/ZTbuHjRTdfQXoHwGPQMqrz5ks0vvROfhAttB8DgYIwH2rDtrYTGuNawPbICw1AwgOQoag6XPb9BY50WCPp1j82vc2SfloTfv2/zkfByVGXcc8L+L/cai+BDO+B59SLSImJwvX5bGB96X1v+dpbY+j3ZP8b7gfOV6yLdiv06etzxNwiwdm7BmX7jca9SwoMHbt4GYP+gtbJCLpcXmSctilOStzk5ORgzZgyysrIwe/Zsc+L13r17AABfX8tTn3x8fApsZ/q36fGSti/pNaY6t5a2L6pN3t7eMBgMSE1NhU6ns7gNAJQrV67I58qK7OxsXLt2DSEhIQVKWFgyJhKANgOzDts/xb04w+LUiIqybuGASAA7KgMGoxGy/7K9Nf5JwdE7xXcUxtUJMy+cI4YpHjnYs/NeyRvms6eTL6rYWfg/EsAW/1y89mcGzqfq0TJMhdePlzyiYVZtL0RGFn86syV2SlbyVMfpNT1w+p4Bm89lQacSML6qB8ZU0UDpwN/zWV899u+6i+uZeaNRwj1leLOFDuW9Cl40NK1s9y5c6jk/PbZ8kWLxudaRnoiMDHJvg6zkrNhRnbgLoPCQlzWNvdA1UoXb2UZ4yAV4PlQqo5rdeySxOfe4Q8V5q5wRrx3LwMHrOajsK8cz1T1Qzg3Tr18JNyL0zwzsuJyNME8Znor3QJ3AgsnRCna8r6OxM02ejUF77xd4bFicGguTArAwx4ih39/Dget5x6MGQQrMaOAPL6Xr+htzPXLQ2UJ/YkF9X1QtJ/6xf1W4ES3+ycIn57LM3wsAqGXAu828US/MNYuuVXkoOK5WA47ezsUP13IQqJGhfbgSPirbahTaEzuRAH6PMmDY9/fw+23bk1jP1fTAxGrOqx8fGQm0r2LE8H338f0162dd1ArzQWSke6cWDzFk4YcD1t+WLx8V6eAebSu38V4zb0SHWxe/zjtnOVYSZFCMGv9X29OmeuYA8HKdTDz/q23T75UyYEjNMGiLOP517twZv/76a4HH6tSpg23bttm0n/zksH0mUWb9VtCPmIrwkjct+b3qtYTmp+9K3C6jeRcYBz6JYBvLDJlKSdpC3qEPDH/+BFmmfdft9uzTEmWDlsCPhcsXFMevVgP4+jvpPBZXCTkAVAAcWHatSLZ+TylT/wfdwkklb1iE1METENCgGYo7AjntuBPSA8bt70PILf73ldGqO3xbd4Frlu9+9DicvDUYDHjiiSdw4MABJCcnm8sZlHW2DnEuzVQqlVWf9+lEDZ5O9IPRaITfu1ectv/eFTzwaiM/h4rnT6/ti2G7b6OomeTLmujg5SnOKtgmjSM0AKxP3v7aKwSxDq7YWjsMWB/2YFLI2bRb+OK85WkMMgEYFOeJkfHW1+mzNnbsoVUIqOirwJh4LwyMy7uIWevE96+mAfZ11+CbS5mQCUD7CA2CPEpPbbjKGuCbTgq03164mPz0On7QqKVdRN/R2GkSloVfbxW+wIv184CHhwrh4v7cyYVcedyhPBoA/1dfnB/RC0keeCHJNe9tb+x0itHgpXQBr/2Rivs5BnSM1GB+Az9olDJoNMC2ThqcvpcLgxGo5IaaxY0jNDjV3xNbz2Xg5xvZiPFRoFt5D1QXYdGnooys5oGR1QC9wYifb2Tj3H09moSqEOHlhpXo80kql/ePo2yNnfIaYG93T2TkGnExNRdxvgqM23cHH54p/iZ6vSAVnqihg8bGJHNJNBpgTQsVEj6+avUCb0qlwu3H2p5xakz9JQ33sq0r8+Bo+zpEavD1Reum93aO0qBjBW+bBw44es6aluiNV47cL3lDC8bGa7Ggvs6u1/atqMSbf2UWWvOgOKOqahHgXfS5Q2ZhgSeZTObQ9yNT256gksvlTottQ6f+MP68B0IRpX/0kbHIfHIWjKGR0NhxbrCrnZWqI3PGG1Ac2AHoc6Ha8YnVLzV6+zrvd59YHwb/YMhuXy/wcG5iQyiOHCy0uT42HqpyzkkcOyJj0ivw+N+0YrfJ6jfG9u+pWm2726SvnAC06QGNzLprVYf7yhoNsoY+XWxdaX1cdegHPQmNkgMqnMWhHpLBYMCTTz6JzZs3o1+/fnjttdcKPG8aDXv3ruWJTw+PmrU0sra47R9+jb9/wcHm9+/fL3L7otp0//59CIIAL6+ytSqyOznromRVUz90iNRA54QkU6coD+zpFoztFzLw8uGCHRxPhYBeFaSRydnQyh+Dd5c8jSDEQ+Zw4taSxQ11uJh6C0du5UAhABOqe+HFOj64mmGAh1xwyt/CGarqFDjYM8Tl+wnxlGNYpdK14ER+9UPU6BipwVf5Ljwm1fSSzN/RlR6vqsXrxwomb8M95agdKJ3kBRGVHROqe+PJal7I0gMeD43oFwQBFX3de+wJ8ZRjTLwXxrh1r7aTywQ0CFGjgetP6ZLkoRBQSZcXGyua+CEpSIVn/1t8VAAwuqoWc5J88cuNbGjkAhIDlC5b6C7UU46NrQMw+WAKzv2XkJuS4I1Fv9uXGHQFtVzAJ20D0fObm8XW9gdQaFS+PZ6s5oU9VzJLXOB3XLwWc5PEWYRwXLwXvr2UiV9v5o2Aq6JT4IsOgQjykOPQtSx0sHAT32RsvP3Xu0EecnzVKQibz6bjWoYBuQYjVh4veiTuS0k+GF+tdFxfGwNDnfZehgpVkDVmBlRb3oHs2uWCzwWVQ+ak+TD6B9v13pkN29jfrqhYZEeNAwDoq9aGx+szrNvnY8/avc9CZHJkTFsMzVuLIDt3CoboSsgcMQXGsCgAgPzPX6BevxTC9cvQV6qJrDHWtdHV9HHFL5hmCAxFbqO2xW5TFKO3L4T7thcNynh6LmBl4tZZclt0QVq1OpCfPQFDWBRk/16EcsfHgEyO3PotkdO4PcDErVPZnf0xjbj94IMP0KdPH6xcubLQ3TJTzdmzZ89afA/T46bttFotQkNDcf78eej1+kJ1bx/e3vTfhw8fxpkzZwolby3Vwy2uTXq9HufPn0f58uWLrXdLrtcnxgMD4pw3JQwAqvsrUd1fieZhajy25zb+TTcgSCPDm8394KmQRjKrVbgGjUJUOHCt+CLiz9eyXFrEUcEecuzpFowLqbnwU8vMU6jCRFyNuGe0B7acKzgSZWYd13z+smhTmwBcSdNj/9UsNAhRIdLNo5rEEumlwNLGOkw+mIIcA+CnFvBuS39RV70norJNJgjweDQOseQCcpmAx6t6YWQVLc6n6qFTycw3WxuHunZdCZPW4Roc6ROKjFyj+SZEUclbsc6mScEqXBpaDilZBlzP0EOnliFTb0TbL2/g2n8LFAtwLDFp0jRMjZ1dgvHZuQxs/ScDp+89KPNR0VeBKQneaChy30qnluGbzkE4fDMHOQYjkoJV5tG/DULU2N0lCK2+vFHodUsb6xDt7Vi7QzzlGF/9vzKF2QbsuZKFEykPvqPW4Wo8Wc0LDUJUol1rGcqVh1Euh2DDWjU5rXs4tQ25Ddsgt2EbwKCHcC8F8j9+BBRK5NasD3hZd02T3XUIVPkWtDLK5Mhs0dUpNTD18bX+S75dKL4NrXtAX6eJE/b4gDE0EhkzlgJGIx5e3EZfrS7SF7wH5OYCEsvNZPUaAfWnbxd+fNCTyK3fCkadfeV/svqMKnY0qyX6uGqA1tuu/TnKGBSG3KAwAIAhKg659VuK0o5HhV2/gvyJ2169emH16tUWFxiLjY1FWFgYfvzxR6SlpUGrfTCCLS0tDT/++CPKly+PiIgHVUYaN26MTz75BIcOHULjxo0LvN+uXbsAAI0aNSqw/ccff4zdu3cjKSnJ4vb538f037t378YzzzxTYPuDBw8iLS0NPXr0sOXrIAvidQocT7G8xGrvCh7oFKXByL2WF8sI95RjhouSk0DeaMTj/UJxJd2AME+ZuS6uFHgoBHzcLgBfXcjEuft6tA5Xo9eOW7idZTBvo5IBPVw8UjhKQgm+hQ18cT41F7/dzBsN/GQ1L3SM5JRoW5TTytE31rk3Q0qDYZW06F3BA2fv61FVpxC1pjUREZE1BEFwOKnmqIdHj0uRTi0rMJPom85BeP+vdNzM1KNbtAdahTunr1jDX4ka/kq8UNsHv9/Kxr5/s1BZp0SLcmqH1lZwJoVMQFKw5RFutYNUOD0wFBv/Tse5+3rE+MjxeBUvaJz8N/ZRyfBFx0CsO5WOf+7nok24Bt2jNeLfNFcokdOiK1S7tlp82qhSQ8jOMv9/Vq8RdifeSiSTw6gLQG6zTja/NLvXcACA4qc90Hv54EKdlvCNruycBYw0nsh47jUod34K2dWLyI2vA8AIzXtLzJtkjpiC3OadnbE3y4qLE5EStzlNO0K576vCT6g1yG3aAcrvt0F2M2/hL6NKjYzJr8BQJdGhfeY274zsqxeh/O5zQK/PS/gXc+PB4OuPrOFOHA1NkmbzL8FUKuGDDz5Ajx49sGbNGouJWyCv8zF06FAsXLgQixYtwuzZs83PLVq0CKmpqZg0qWBR5uTkZHzyySeYN28etm7dai6kvHPnTvzwww9o1aoVoqKizNv37NkTs2bNwpo1azBkyBCEh+eVFr98+TLWrl2LgIAAdOnSxbx9xYoV0ahRI+zbtw87d+5E27Z5Q9qzs7Mxb948AMCwYcNs/VroIc/V8sGw7wpO/28UosKaZn6I8FLAaDTi15vZWPHng+k1T1X3QtMwNRqGqOBlY9F8WwmCgHCtNOuXeipk6B3zING2t1sQxu27g5+uZ6OKTonFDXXwdXKtMykL8pBjd9dgXEzNhS7faGAia2iVMtTwZ8wQERGVZdHeCrzg4plZCQEqJASUvmnAgRo5nqrh+pF5gRo5JieIMwKwONlDJsAYEAz50Z9h9A+GMSAYyEyHIa46cuu1gHDtMuRnjsNQviIMEfYse+kGMjmy+zyO7D6PIzMzE/cuXnTqIlBGXQCy+44q8Fha3WaQXTwLfYXKoo3sFFNOuz5Q/PB1gXrFubWbAAoljP7ByJi5Aoqf9wLpqdDXaeqc2BEEZA8Yh+w+owCDHhAEaJb/HxSH9wMADH6ByHhuCaDxgHDrGgzlK0luVDK5js1/6VdeeQWbNm2Cl5cX4uLisGjRokLbdO7cGTVr1gQAPP3009i+fTuWLFmCP/74AwkJCfj999+xe/du1K5dG+PGjSvw2mbNmmHYsGF477330Lx5c7Rr1w5Xr17Fli1b4Ofnh4ULFxbYXqfTYdGiRRgzZgyaN2+Onj17AgC2bNmC27dv45133oG3d8GDzeLFi9G+fXsMHjwYPXv2RGhoKHbs2IETJ05g1KhRqF+/vq1fCz2ka3kNnkv0xrJjqcjQG9EuQoM3m/tB+1/iTRAEzEvyxdCKWpxKyUX9EJWoU/OlLNJLgS87BkFvMIpSS0sqHpXp/kRERERE5CQyOXI6D0JO50EWnzaGRiA3NMLic48yo68/9L7+JW9YRhmiYvPqFX+0GsLdO9BXq4PMxx8sVGbUBSCnbS/X7FyhgClVl/nUS5Bd+gdC6t28EgkqtXn/9GixORty4UJeLZTU1FS8+qrlehxRUVHm5K1Wq8W2bduwYMECfPHFF9i3bx9CQkIwfvx4TJs2DR4ehad/L1myBPHx8Vi3bh1WrVoFrVaLLl26YObMmahQofAdjf79+yMgIACLFy/Gxo0bIQgCEhISMGXKFLRo0aLQ9lWrVsWuXbswd+5c7NixA+np6YiNjcWrr76KkSNH2vqVkAWCIOC5Wj6YVNMbmXojfCyMFBUEAVX9lKjqxwWErPEoJ26JiIiISDrYKyWisi63YRvkNmgN5OaIt/iWTAZDVGzJ21GZZ3PyduXKlVi5cqVNr/H19cX8+fMxf/58q7aXyWQYO3Ysxo4da/U+2rRpgzZtrF9xsWLFili3bp3V25N9VHIBKjm7d0RERERERERUigiCeIlbonxYCJCIiIiIiIiIiIhIgpi8JSIiIiIiIqvVLIULdxEREZVWTN4SERERERGR1eoGcc0KIiIid2HyloiIiIiIiKwmcEkLIiIit2HyloiIiIiIiIiIiEiCmLwlIiIiIiIiIiIikiAmb4mIiIiIiMhqAlg3gYiIyF2YvCUiIiIiIiIiIiKSICZviYiIiIiIiIiIiCSIyVsiIiIiIiKyGosmEBERuQ+Tt0REREREREREREQSpBC7AURERERERET06OrVqxeSkpIKPBYZGSlSa4iIpIXJWyIiIiIiIrKawLoJ5GTjxo0TuwlERJLFsglEREREREREREREEsTkLREREREREREREZEEMXlLREREREREVmPVBCIiIvdh8paIiIiIiIiIiIhIgpi8JSIiIiIiIiIiIpIgJm+JiIiIiIiIiIiIJIjJWyIiIiIiIiIiIiIJUojdACIiIiIiIiJ6dK1cuRIXL14s8FhkZCTGjRsnUouIiKSDyVsiIiIiIiIiEs2nn36Kn3/+ucBjSUlJTN4SEYFlE4iIiIiIiIiIiIgkiclbIiIiIiIiIiIiIgli8paIiIiIiIisJghit4CIiOjRweQtERERERERWc1oFLsFREREjw4mb4mIiIiIiKiQxQ19Cz0W6SWHkleRREREbsPTLhERERERERXSKcoDoR4FLxlHVtZCYN0EIiIit1GI3QAiIiIiIiKSnjBPObZ1DMKaE6m4nKZHxygNBsV5it0sIiKiRwqTt0RERERERGRRrK8CrzTQid0MIiKiRxbLJhARERERERERERFJEJO3RERERERERERERBLE5C0RERERERERERGRBDF5S0RERERERERERCRBTN4SERERERERERERSRCTt0REREREREREREQSxOQtERERERERERERkQQxeUtEREREREREREQkQQqxG0DSJpfLxW4ClVKMHbIXY4fsxdghezF2yF6MHbIXY6cgX19fBAQEFHqMCmPskL0YO6WXkJKSYhS7EURERERERERERERUEMsmEBEREREREREREUkQk7dEREREREREREREEsTkLREREREREREREZEEMXlLREREREREREREJEFM3hIRERERERERERFJEJO3RERERERERERERBLE5C0RERERERERERGRBDF5S0RERERERERERCRBTN4SERERERERERERSRCTt0REREREREREREQSxOQtEVnFaDSK3QQqpS5evCh2E6gU47GHiIhKA4PBIHYTqJQ6e/Ys9Hq92M0gIglj8vYRcOnSJaSlpSErK8v8GC+GyRrr169HmzZtcOvWLQiCIHZzqJT5+OOP0bVrV/Tp0wfHjh0TuzlUSuzbtw8bN27Ehx9+iEuXLpmPPTxvkTWOHDmCP/74A//++y8TKWS1f/75B9evX0dKSor5WMP4IWutX78ezZs3x2+//SZ2U6iU+eijj9ChQwf07dsXO3bsYF+HrLZ3716sWrUKb731Fo4ePYrs7GwA7C+XZQqxG0Cu88svv+DVV1/F33//jZSUFNSsWRN9+/bFoEGDxG4alQIbNmzAU089BQBYuXIlXnjhBRiNRiZxqUSnT5/GM888gwMHDqBhw4aIiYmBSqUSu1kkcUeOHMH06dPxxx9/wGg0IiMjA1WqVMFTTz2FgQMH8thDxTp8+DCee+45/Pnnn8jJyUFQUBB69uyJyZMnQ6fTid08kqhffvkFCxYswIkTJ3D37l1ER0ejb9++ePrppyGTcYwLlWz37t3m/vKGDRsQHx8PT09PkVtFUvfPP/9g0qRJ2Lt3L5o0aYJatWohJiaGfR0q0ZEjRzB16lQcP34cer0emZmZCA4OxujRozF58mTGUBnGXkkZlJqaihdeeAEdOnTAqVOnUL58eVSvXh179+7Fk08+ie+++w6CIPCuDFlkiouUlBQAQFxcHJYuXYqTJ0/yZEAlSklJwcyZM/H3339j9uzZeO2117Bp0yZUqlRJ7KaRBBmNRhiNRrz//vvo2bMn0tPT8cQTT2DlypWYOHEiLl26hI8++gjXr18Xu6kkYTt27ECvXr2QlpaGESNG4Pnnn4ePjw+WLVuGsWPH4ujRowA4kpIeSEtLw//93/+hU6dOOH/+PBITE9GhQwecPn0as2fPxnvvvcd4IavcunULAFC/fn2sX78eP/zwg8gtIqnLyMjA/PnzcfToUcyePRv/+9//8Oabb6Jy5coAOHKSCjPFxCeffIJ+/fohMzMTEydOxLvvvoslS5YgJycHmzZtwpkzZ0RuKbkSR96WMSkpKViwYAE2bdqEYcOGYdCgQahbty4AYM2aNZg2bRrmzZuHli1bMhFHFpni4ubNm2jSpAnq16+PxYsXY8GCBXj33XfFbRxJlsFggEwmw+eff45vvvkGc+bMwfjx48VuFkmcIAi4ceMG3nrrLQQGBmLu3Llo2LAhFAoFWrZsib/++guHDx+GXC4Xu6kkUTk5OVi3bh2MRiPmzJmDFi1aQCaToUePHnjrrbfwxhtvwGAw4KOPPuJISgKQN8jhf//7H95++230798fjz32GOrUqQMg78J42rRpWLlyJQYMGMBZI1Sie/fuoWLFiujcuTOOHj2KZcuWoU6dOggICBC7aSQxphmMO3bswObNmzF9+nTzqO38eI1ODxMEAXfv3sWbb74JpVKJOXPmoGnTpub+8fHjx7Fp0yYm/ss49mLLmH379uGdd95B+/btMXv2bHPiFgBGjx6NxMREHD58GKdOnRKxlSRlppEm169fh9FoxJQpU5CUlITPPvsM3377LQDeEabCTEmRHTt2oGLFihgzZgwA4N9//8V3332Ht956C6+99hoOHTqEzMxMABwFR3k2bdqEI0eOYNy4cQU6oj4+PtDr9ahatSp8fHxEbiVJ1a1bt7B792507NgRrVq1gkwmg9FoRPny5TFnzhw0bNgQO3fuxBtvvAGAxx0Cfv/9d7z55pto2rQp5s2bZ07cAkCvXr1Qp04dnDx50jxim8gS07Hk8uXLUCgUGDFiBDp27Ih9+/bh888/Z1+ZCjElZfft24eAgACMGDECQF5feceOHVi2bBmmTZuGr7/+GteuXQPAcxY9sHPnThw6dAgjRoww36g2ycjIQFxcHEJDQ0VsIbkak7dlhKmD4OnpiREjRuCNN96Aj4+P+XHT6pUVK1aEVqtl/TcqkulEcPPmTeh0OqjVagwfPhwAMG/ePGRlZXE1VLIoJSUFFy5cgEKhgFKpxKVLlzB79mwMGTIEzz77LObMmYPOnTtjypQpSElJMSdZ6NFkuiAxJWZv3rwJIO/i5vbt23jvvffw3XffITo6Gr/99hv+/fdfc7wwbsjk9u3byMzMREZGhjmmBEEwn6defvllqFQqLFq0CDdu3OBxh+Dh4YHRo0dj6dKlhfrKgiAgLi4OCoUCarVa5JaSlJn6y/fv34enpye0Wi369++PsLAwrFixAmfPnkVubq7IrSSpyczMxKVLlyCXyxEYGIhbt27hpZdeQnJyMmbOnIk1a9Zg4MCBGDlyJK5fv84ZI1QgzwMA586dA5DX17lz5w42bdqETz/9FOHh4fjpp59w/Phx87GH/Z2yhUeDUiorKws3btxARkYGgAd38lq3bo3x48dDrVYXWFzKNJLp1KlT8PX1FafRJAkPx87DTBe/RqPRfODv168funXrhiNHjuD999+HQqFAWloa0tLS3NZukobi4seU7E9NTcWff/6JmTNnYuvWrZg4cSK+++47LFmyBPXq1cP777+POXPmiNB6EouluDFdkFSrVg0RERFYvXo1li5dig8++ABz587F888/DwD49ddf0aFDB7Rr1w7Lli0Tpf0kLtPFh6VESEREBGJiYnDt2jVcvXrV/LhcLofRaERiYiJGjBiB+/fvm0ffckrqo6GouKlduzZGjRoFf39/ACjUVz558iQ8PDy46NQjrrjjTv7n09PTzX3nVq1aoWfPnjh9+jQ2bdoEhUKBzMxMXL582T2NJkkoLnY0Gg2MRiPu3buH/fv346WXXsLmzZsxefJk/PLLL9i0aRM6duyI/fv3Y/Lkye5uOonMUuyYzlF16tRB1apV8f7772PWrFl4++23MWvWLEydOhW5ubm4cuUKevfujVatWmH27NkFXktlA5O3pdCKFSvQvHlztGnTBklJSXjttddw4cIF8/Ph4eEACv5YDQYDbt++jUuXLiEhIQEhISFubzeJr6TYAR4kVM6fP48KFSoAyLugefzxx+Hv74+FCxdiwYIFiIiIwCeffOL2z0DiKS5+DAYD9Ho96tSpg2vXruGbb77Bnj178L///Q9TpkxBYmIikpOT8fbbb8PX1xfvvPMOfvvtNy6e+Ago6bhTvXp1zJ49GzKZDLNmzcK4cePwzjvvoHv37jh48CDeeOMNvPfee0hJScGLL76Iw4cPQxAETiV8RLz++uvo168fAEChKLxUg8FgMJeE+ueffwo8Zzq2TJo0CWq1Gl999VWhcx6VTSXFjaV+sGnV7suXL6NKlSqIiYlxeTtJmkqKH+DBddb58+cRFRUFo9EIuVyOvn37olatWnjzzTcxbdo0hIWFYf369UUOmqCypbjYMfVbmjVrhpycHOzcuROfffYZ5syZg2effRaxsbHo0KEDli1bhsTERHz55ZfYuXNngddS2WXNeevVV19FpUqVsHTpUkyePBnr169Ht27d8PPPP+Ott97Cjh07EBoaiuXLl2P37t0AGDtlCZO3pcjVq1cxePBgzJo1CxEREahbty6CgoIwZ84cJCcn4+LFi+Zt8ydDjEYjZDIZzpw5g9u3b5vr4Obk5Lj9M5A4bImdnJwc5OTkQK/XFzjYN23aFA0aNMD169excOFCJCYmwtfXl4m3R0BJ8XPhwgXIZDLI5XJUrVoVMpkMr7zyClQqFbp16wYg7ziUk5ODsLAwTJs2DUBerVOAd4XLKmviBsibwty7d2/s3LkTBw8eRPfu3TFnzhwsX74cMTExqFGjBrp27YqZM2cCAJYvXw4AnEpYxp06dQq9e/fG7Nmz8e233+Kzzz4DUHgkk06nQ4MGDZCVlYU333yzwHMymQx6vR5BQUEYOHAgrl69iitXrrjtM5D7WRs3lsjlcpw7dw4XLlxAQkICACA7O9ul7SVpsSV+TKVZ9Hp9gdmOiYmJqF69Ou7du4e1a9eiRo0aqFq1KpRKpfs+CLmdNbFj6rdUqlQJwcHBWLZsGfR6Pbp06QIgr6+s1+vh7++PcePGAQDefvvtAq+lssfa447RaESjRo2wbds2HD16FMOGDcOUKVOwfPlyREZGIioqCklJSeb+8quvvgqAsVOW8C9ZiuzevRs7duzA2LFjsXTpUrz11lv46quvMHz4cBw5cgRTpkzBsWPHCr3O1JnYs2cPZDIZateuDQDmTkRubi4TcGWcLbGjVCqRkZGB69evo3r16gCAEydOoH///ti+fbs5bqZMmYLu3bsz8fYIKCl+pk6dit9//x0A0KZNGyQkJECv1yM9Pd2cKDGNSAGADh06QK1WIysrCwDvCJdV1sSN6bhjNBoRHR2NM2fO4KuvvjLfZNTr9eYL5N69e0On0+HWrVtIT08X7XOR6/3666945plnsHv3bjRs2BAA8MILLwDIG41i6rOYjh3dunVD3bp1sXXrVnzzzTcF3ksul8NgMCAuLg6pqamMnTLM2rgpzqFDh5CRkYEGDRoAAFQqFYAHN7ap7LI1fuRyeYGR2kBef7lfv35Yv349PDw8AADJycno3r17kSN4qfSzNnZM/65bty6aNGkCmUyG+/fvmxcny38ToH379vD390dOTg6ys7N5rV5G2XLcMcVGYGAgLl26hPXr15vzOvnXo+nSpQsiIiJw/fp183oSVDYweVtKZGZmYvPmzfD09MRzzz2HcuXKITc3FxqNBs8++yyeeOIJfPPNN3j//fdx//59i1ORd+3ahXLlyqFmzZrmxw4fPoyVK1fi+PHj7v5I5Ca2xg6QtwCMn58fbty4gZdeegmNGjXCwYMH8cQTT2D48OEwGo344IMPAICLl5Vx1sbPpk2bcPfuXYSHh6N///7w9/eH0Wg0T/eSyWTmO7///POPOXFreo7KFnvOWQBw9OhReHt7o1y5cgDyOqqmpP/p06eRkpICo9HIWpRl3LFjx3Dw4EE8//zz2L59OwYOHIhLly6ZR5GYkramxcdCQkIwfPhwqFQqzJ07F6dOnTK/l2n20cMLuFLZY23cFOe7776Dl5cXGjdubH7s8OHDWLZsGfbs2eOqppME2Bo/prUhtFot7ty5g7lz56JRo0Y4dOgQxo0bh6eeegpeXl7YunWrOTlHZZO1sWO6Pvfz80PPnj1RuXJlAMDHH38MoGBf+ezZs7hz5w7UajVUKhUHy5RR9p63jh8/DrlcDi8vLwB5sZW/9OGtW7fg4+PDtY7KGF4xS9TDP1SNRoP09HT4+fkhMzMTubm55ju45cqVw4gRI5CUlISPP/7YXN/EdJDX6/W4cuUKjh8/jiZNmkCn0+H06dNYs2YNJkyYgBdffBF//PGHez8guYwzYketVuPixYt46aWXsHTpUnTq1AnLly/HvHnzsGDBAjRv3hxffPEFtm7dak6sUNngjPgZOHAgunfvDr1ej40bN5ofB4C///4bK1euREBAAIYPH+6+D0Yu5Yy4MRgMkMvluHXrFr7++mtkZWWZO6J//fUXFi9eDC8vL4wfP969H45c7uH4adGiBT7++GNMmTIFADB69Gh4e3tj/vz5uH79OuRyeaEkbJ8+fZCcnIw///wTL730En777TcAeX2hkydP4sMPP0TlypWRmJjols9ErueMuDHR6/VISUnB77//jnr16iE0NNTcVx4/fjzmzJmDs2fPcvRbGeJo/AiCAEEQcOnSJaxduxZvvPEGOnXqhBUrVuDll1/GtGnT0KNHD/zwww/48MMPGTtliDOOPW3btkW/fv3g5+eHDRs2YMuWLebn/v77byxduhReXl4YPXq06z8QuY2zzls+Pj7Izc3Fzp07ce3aNXN/+e+//8b8+fORm5uL8ePHs1xLGcPkrcTcvn0bQOGRaKmpqQgMDMT169eh1+uhUCgK/PgrVKiAsWPH4s6dO9i2bZt5iLzpYvj48eNIS0tDZGQktm/fjmeffRbTpk2DWq3Gzp07MXDgQPd9SHIJZ8XO9evXERYWhokTJyIxMRGvvPIKlixZgq5duwLI66wOGDAAjRs3Rnx8vPs+ILmUM+Lnq6++wrVr16BWq/HEE09g5MiROHHiBEaPHo3Zs2dj+vTpmDhxIr799lv069cPlSpV4sVMKefM445MJkO9evUQGBiIl19+GTNmzMDevXvx+uuvY8qUKdi5cycGDBiApKQkt35Gcp2H48d0PIiKikKrVq0APFiQbPTo0TAYDObphKbXmBavU6lU5uPOtm3bMHz4cLzxxhtYsGABZsyYgRMnTiA5ORkBAQE87pRyzoib/Exlff7++29cu3YN4eHh+PLLL819ZY1Gg507d2LMmDEc/VYGOCt+9Ho9tFotpk+fjho1auDll1/GkiVLzPVLgbySLt27d0e7du0YO2WAs85ZRqMRCoUCQ4cOxZQpU5CamooJEyZg9OjReOqppzBhwgRs3boVffr0Qa1atXjOKgOcfd6Ki4tDQkICVq5ciYkTJ2Lbtm1YtGgRnn32WWzduhX9+/c3vy+VHUJKSgqPBhLw77//Yt68eTh58iTkcjlq1KiBxx9/3FxDCcirf7J8+XJMnz4dU6dOLVAXB8hbHGbChAk4duwYNmzYYK6Bkv+19erVw19//QW5XI6XXnqJSdsywNmxs3HjRtSqVQt37tzBrVu3EBcXByDvJGO6GUBlh7Pj5/3330edOnXMzy1atAibN2/G33//Da1Wi9DQUEydOtW8miqVTq6Mm2XLluGdd97B2bNnIZPJYDAYUK5cOcyaNYtxU0ZYEz8mer3ePCK7Q4cOOH36NHbu3Im6desWGNGd39y5c/HRRx/h4sWLUKvVCAkJwcyZM9GnTx93fDxyEVfHzdKlSzFr1izUrFkTFy9ehEwmY1+5DHFV/BiNRpw9exaxsbHm/2d/uWxx9bFn3bp12Lx5Mw4dOgRfX18EBQVh0qRJ7POUAa6Mnc8//xxLlizB4cOHzY+Fh4dj5syZ6N+/v8s/G7kfR96KyHTH5eOPP0aDBg3w7bffQqVS4d69e3j33XfRp08f82qDAMxTjDdv3oyLFy+aR5uYBAYGonnz5rh69aq53ltOTg7S09Nx4sQJAMBPP/2EYcOG4fTp0+yMlmKujJ2TJ08CAHx9fc2JW4PBUKD2JJVuroyfv/76C8CDFbqnTJmCb7/9FocPH8bWrVvxyy+/sDNaSrkjbgBg3Lhx+OCDDzBnzhzMmDEDq1evxp9//sm4KeVsjR8T04JjAQEBmDBhAgDgueeeA5C3mEf+6YSm+JoxYwb27NmDAwcO4JNPPsHvv//OxG0p5Y64MRqNyMnJwdmzZwEAf/zxB4YOHcq+chngjvgRBMGcuGV/uexw5zkrOTkZW7ZswalTp/DZZ5/h0KFD7POUYq6OHdP7d+vWDRs3bsQbb7yBhQsX4p133sGxY8eYuC3DmLwVkSAISEtLw7JlyxAWFobly5dj27Zt2LNnD5YuXYrLly9jwoQJOHz4MPR6PWJjYzFkyBCcPn0ab731FoCCQ+8VCgWqVasGANi3bx8AQKlUwtPTEwkJCRg8eDBOnDiB//u//xPnA5PTuCN28k/R4IJSZYs74se0QjeQV5cpOjoadevWdfMnJWdyR9yYtqlYsSImTJjAkSdliC3xY+m1ADBs2DA0a9YMv/76KzZs2AAA5iRJZmZmgXOVv78/qlatWmDhKSp93BE3giBAqVSiWrVqGDVqFPvKZYg74ic/9pfLDnees4xGI5RKJQICAlC9enU3fUJyFVfHTv5Fn0NDQzFkyBCMGjUKPXr0cP2HI1HxDCOyzz77DL///jsGDRqE1q1bmzuQgwYNwpw5c5CTk4PZs2fj/PnzAIBJkybB29sbb731lvliNzc313wnxnTnNyIiwvwcADz//PNYtmwZQkND3f0RyUVcHTtUtjF+yB7uiBvWBSy7rI2ff/75p8DrBEEwx8zEiRMBwJxcu3v3LpYuXYqVK1ciJSXFvD2VHa6OG1MtwhEjRmDhwoXsK5cx7jruUNnDcxbZi8cdcgUmb0VimiZhSq7WqFEDQF6ZA5MhQ4Zg0KBB+P777/HFF18gLS0NFSpUwIsvvojU1FQ888wzuHbtGhQKBRQKBXJzc7Fx40YAMI9mMtVGsVRfh0ond8UOlU2MH7IH44YcYWv8fP7554VGtJmmE7Zs2RLDhw/HjRs38Nhjj+GZZ57BrFmzsHr1aqSmprrpE5E7uCtu0tPTzdtS2cHjDtmLsUP2YuyQKzF56yZnzpzBjRs3zD800zSJtLQ0AHm1aIG8Mgem5/z8/NCnTx9UrlwZ69evx+XLlwEAjz/+OAYNGoQzZ86ge/fuWLVqFXbt2oXFixfj7bffRpMmTdCiRQs3f0JyFcYOOYLxQ/Zg3JAjnBE/Fy9eLPS+pm0bN24MDw8PfPbZZ9iyZQueeOIJHD16lCP/SznGDTmC8UP2YuyQvRg75E5M3rrYF198gXbt2qFLly5ISEhAnz598PHHH5ufb9euHQDgwIEDuHbtGoAHRagBICkpCV26dMGZM2fw/fffmx+fPXs2Fi5ciBs3bmD69Ono378/XnnlFdSqVQurVq2Cr6+vmz4huQpjhxzB+CF7MG7IEc6Mn7179wJAgcVdzpw5g3nz5mHBggXIyMhAp06dcPjwYcybNw9KpdIdH5FcgHFDjmD8kL0YO2Qvxg6JgclbF7l69SrGjBmD5ORkZGVloW7dumjZsiV+/PFHjBs3Dt999x2MRiMiIyPRoUMHHD582Hyha6p7Y1rQpVWrVtBoNNi0aZP5/YOCgjBq1Chs3boVGzZswMKFC/H111/jww8/RHh4uCifmZyDsUOOYPyQPRg35AhXxk/+qez79+/Hq6++CplMhs2bN2PDhg2Ijo52++cl52DckCMYP2Qvxg7Zi7FDYmIhVBe4du0aXnzxRXz77bd45pln0K9fP1SuXBkAsHTpUrz00ktYvXo1WrZsCUEQ0LdvX3z33XfYsmULkpKSEB0dDYPBYB4u36hRI8TGxuLatWs4d+5cgR9ujRo1zLVUqPRj7JAjGD9kD8YNOcId8WM0GiEIAoYNGwaDwYDHHntMxE9MzsC4IUcwfshejB2yF2OHxMaRty6wZ88ebN68GUOGDMGMGTPMP2oAGDRoEKKjo/Hdd9/h2rVrUCqVqF+/Prp06YJvv/0Wn3zyCYxGI2QyGXJzc83Frk0jk8LCwkT5TOQejB1yBOOH7MG4IUe4I34EQTAvAsILmbKBcUOOYPyQvRg7ZC/GDomNyVsXqFy5Ml588UXMnj0bMpnMXN9Er9cjMDAQ4eHhCAkJMQ+dDw8Px8iRIxEaGorly5fjo48+AgDzitxnzpzBkSNHEB0dXeAHTWUPY4ccwfghezBuyBHuih/TSBUqGxg35AjGD9mLsUP2YuyQ2Fg2wQUSEhJQvnx584/a9AOWy+UwGAw4d+4ctFottFqt+TUNGzbE3LlzkZycjPHjx+P27dto1KgRLl26hA0bNiAjIwPDhw+HSqUS62ORGzB2yBGMH7IH44YcwfghezBuyBGMH7IXY4fsxdghsQkpKSnGkjcjZzl37hxatGiBjh07YuXKlQXqngDAO++8g7fffhvHjh2DRqMxHxRmzpyJcePGidVskgDGDjmC8UP2YNyQIxg/ZA/GDTmC8UP2YuyQvRg75A4ceesmph/wsWPHcPfuXSQlJRV43CQ5ORm9evXC5s2bce/ePSgUCgwZMgT+/v5iNZ1ExtghRzB+yB6MG3IE44fswbghRzB+yF6MHbIXY4fciclbNzH9ePft2weVSoXatWsDyKt5AgBZWVlQKBSQy+Xw9fXF448/LlpbSVoYO+QIxg/Zg3FDjmD8kD0YN+QIxg/Zi7FD9mLskDuxbIIb5ebmokWLFsjOzsZPP/0EAMjOzsbBgwfxyy+/oGnTpqhXr57IrSQpYuyQIxg/ZA/GDTmC8UP2YNyQIxg/ZC/GDtmLsUPuwpG3bvTXX3/h3LlzGDZsGADgyJEj2LFjB9atW4crV67ggw8+ELmFJFWMHXIE44fswbghRzB+yB6MG3IE44fsxdghezF2yF2YvHUD02qER44cQUZGBvz8/LBx40asXbsWR44cQYcOHbB9+3aUL19e7KaSxDB2yBGMH7IH44YcwfghezBuyBGMH7IXY4fsxdghd2Py1g1Mqwnu378fBoMBO3fuxJEjR1ChQgVs3boVzZs3F7mFJFWMHXIE44fswbghRzB+yB6MG3IE44fsxdghezF2yN2YvHWTzMxMXL58GQDw999/Y86cORg7dqzIraLSgLFDjmD8kD0YN+QIxg/Zg3FDjmD8kL0YO2Qvxg65A1kOUAAACzxJREFUExcsc6OVK1fi9u3bePbZZ6FWq8VuDpUijB1yBOOH7MG4IUcwfsgejBtyBOOH7MXYIXsxdshdmLx1I1NdFCJbMXbIEYwfsgfjhhzB+CF7MG7IEYwfshdjh+zF2CF3kYndgEcJf9RkL8YOOYLxQ/Zg3JAjGD9kD8YNOYLxQ/Zi7JC9GDvkLkzeEhEREREREREREUkQk7dEREREREREREREEsTkLREREREREREREZEEMXlLREREREREREREJEFM3hIRERERERERERFJEJO3RERERERERERERBLE5C0RERERERERERGRBDF5S0REREQkMp1OB51Oh/Pnz4vdFCIiIiKSEIXYDSAiIiIi6ty5M/bv31/gMbVaDR8fHwQHB6NmzZpo2rQpevToAU9PT6fue8OGDbhw4QI6d+6MmjVrOvW9z58/j40bN8LX1xdPPPGEU9+biIiIiMo+Jm+JiIiISDIiIiIQEREBAMjNzcW9e/dw5swZ/Pnnn9i0aROee+45zJ49GyNGjHDaPjdu3Ij9+/cjKirK6cnbCxcu4JVXXkFkZGSxyduKFSsCAJRKpVP3T0RERESlG5O3RERERCQZgwcPxvTp0ws8lpOTg59++gnLli3DV199hUmTJuGvv/7CggULRGql8/38889iN4GIiIiIJIg1b4mIiIhI0pRKJRo3boxNmzbhxRdfBACsWrUKX3zxhcgtIyIiIiJyLSZviYiIiKjUmDRpElq0aAEAeOWVVwo89/vvv2PevHlo37494uPjERQUhAoVKqBr167YtGkTjEZjge337dsHnU5nrrX75JNPmhcO0+l06Ny5c6H9HzlyBGPHjkWNGjUQEhKCqKgodOzYERs2bIDBYCiwbefOndG1a1cAwMWLFwu8t06nw759+8zbFrVg2fz586HT6TBu3DhkZ2dj4cKFSEpKQmhoKOLj4zFlyhSkpKSYt9+6dSs6dOiAqKgoREZGom/fvjh27Fix3+n333+P5ORkVK1a1fyd9erVC9u2bSv2dURERETkeiybQERERESlypgxY7Bnzx4cO3YMFy9eRGRkJADg6aefxpEjR+Dj44PQ0FCEhITg6tWr2LdvH/bt24ddu3bhzTffNL+Pj48PGjRogOPHj+PevXuIjY1FUFCQ+fn4+PgC+126dClmzZoFo9EIb29vVKxYEXfu3MHBgwdx8OBBbN++He+99x7kcrn59Xfu3MHx48ehVqtRq1atAu/n4+Nj9WfOzc1Fz549ceDAAVSuXBlRUVE4ffo01q5di59//hk7duzAyy+/jCVLliAiIgLly5fH33//jZ07d+LHH3/Enj17EBMTU+A9jUYjpk2bhjVr1gDISyBXrVoVV69exe7du7F7926MGjUKixYtsrqdRERERORcTN4SERERUanSsGFDCIIAo9GIn3/+2Zy8ffLJJ1GtWrVCSdfffvsNo0aNwscff4yOHTuid+/eAICEhAR8/fXX6Ny5M/bv349JkyZh8ODBFvf56aef4sUXX4Svry8WLFiA/v37QyaTmd//8ccfx7Zt27B48WJMnToVALBo0SLs27cPXbt2RXBwML7++mu7P/PWrVsRHR2NQ4cOoXLlygDyRgF3794dR44cweOPP47du3dj06ZN6NixIwDg5s2b6NWrF/744w8sWLDAnKQ1Wbp0KdasWYPw8HAsXrwYHTp0MD+3a9cujB07FmvXrkWdOnUwYMAAu9tORERERPZj2QQiIiIiKlV0Oh28vb0BANevXzc/3rdv30KJWwCoXbs2Fi9eDADYtGmTzfvLzc3FrFmzAADLli3DwIEDzYlb0/u//fbbEAQBy5cvR3Z2ts37sKYNq1atMiduASAxMRHJyckAgM8//xxTp041J24BIDAwEDNmzAAAfPPNNwXeLyUlBYsWLYJcLsf7779fIHELAK1btzZ/Z6+99prTPw8RERERWYcjb4mIiIio1PHy8sK9e/eQmppa4PELFy7g008/xe+//45bt26ZE6lZWVkAgD/++MPmff3yyy+4ePEiQkJCzDVsH5aYmIjIyEhcuHABR44cQb169WzeT3GqV6+OOnXqWNyviSmRm5+pVMPdu3dx+/Zt+Pv7AwB27NiB1NRU1K1bt1A5B5OOHTtCqVTi1KlTuHr1KkJDQ53wSYiIiIjIFkzeEhEREVGpY0ra5q8bu2rVKrz44ovFjny9ffu2zfsyLfiVkZFRaIRqfnfu3AEAXL582eZ9lOTherUmgYGBAICAgAD4+voWej5/Dd/U1FRz8tb0mc6fP1/sZxIEAUDeZ2LyloiIiMj9mLwlIiIiolLlzp07uHfvHgAgODgYAPDTTz/hueeeAwCMGjUKAwcORExMDLy9vSGXy3Hu3DkkJiYiNzfX5v2lpKQAAO7du4dDhw6VuH16errN+yiJp6enxcdNydWSngfyFigzMX2mGzdu4MaNGyXu3xWfiYiIiIhKxuQtEREREZUqBw4cMP93UlISgAe1bLt3745FixYVeo09I25NtFotAKBRo0bYvn273e8jJabPNGDAAKxatUrk1hARERFRUbhgGRERERGVKqtXrwYAJCQkIDw8HEDe9H8gL8Fqyc8//1zk++UfnWqJaRG0kydPwmAw2NTWkt5bLKbP9Oeff4rcEiIiIiIqDpO3RERERFRq/O9//8P3338PAJg2bZr5cQ8PDwDAtWvXCr0mMzMTa9asKfI9TSUHMjIyLD7fsGFDhIWF4fbt21i/fr1N7S3pvcXSoUMHeHh44OjRo/juu+/Ebg4RERERFYHJWyIiIiKStNzcXBw4cAADBw7EnDlzAADjx49Hp06dzNs0btwYAPDmm2/it99+Mz9+48YNJCcnF7uIWIUKFQAA+/btsziyVqVSmfc7depUrFixolAyNjU1FZ999hkmTJhQ6L0FQcDNmzfNi4RJQVBQEJ599lkAQHJyMjZt2lSoHvCdO3ewadMmzJw5U4wmEhERERFY85aIiIiIJGTDhg3Yu3cvAECv1+PevXu4cOGCOVnq6+uLOXPmIDk5ucDrkpOTsW7dOpw6dQqtW7dGbGwsPD09ceLECchkMixatAhPPfWUxX3269cPa9euxWeffYbq1asjKioKcrkcNWrUwIIFCwAAffv2xc2bNzFz5kw8//zzmDNnDuLi4qDRaHDr1i2cP38eBoMBkZGRBd7bz88P7dq1wzfffINWrVqhSpUq8Pb2BgDMnz8fNWvWdOr3Z4tJkybh7t27WLp0KcaNG4cpU6YgNjYWCoUC169fx6VLl2A0Gs2JcSIiIiJyPyZviYiIiEgyLl26hEuXLgHIG/Hq4+ODmJgY1KxZE82aNUOPHj3MJRLy02q1+OqrrzBv3jxs374d58+fh7+/P7p06YLJkyebE6aW1KlTBxs2bMDy5ctx9OhR/PTTTxZH4I4bNw6tW7fG2rVr8f333+Off/5BVlYW/P390ahRI7Rt2xZdunQp9LrVq1dj3rx52LlzJ06ePIns7GwAwN27d+39mpxCEATMmTMHPXr0wFtvvYUDBw7g1KlT0Ov1CAwMROvWrdGuXTt07txZ1HYSERERPcqElJQUo9iNICIiIiIiIiIiIqKCWPOWiIiIiIiIiIiISIKYvCUiIiIiIiIiIiKSICZviYiIiIiIiIiIiCSIyVsiIiIiIiIiIiIiCWLyloiIiIiIiIiIiEiCmLwlIiIiIiIiIiIikiAmb4mIiIiIiIiIiIgkiMlbIiIiIiIiIiIiIgli8paIiIiIiIiIiIhIgpi8JSIiIiIiIiIiIpIgJm+JiIiIiIiIiIiIJIjJWyIiIiIiIiIiIiIJYvKWiIiIiIiIiIiISIL+H+FEgbN8sqVtAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train = df.loc[df.index < '01-01-2015']\n",
    "test = df.loc[df.index >= '01-01-2015']\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "train.plot(ax=ax, label='Training Set', title='Train / Test Split')\n",
    "test.plot(ax=ax, label='Test Set')\n",
    "ax.axvline('01-01-2015', color='black', ls ='--')\n",
    "ax.legend(['Training Set', 'Test Set'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8ea8ccaf-88b9-42e9-8970-453424afab3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Datetime'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.loc[(df.index > '01-01-2010') & (df.index < '01-08-2010')].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd347d8d-596c-42c3-9542-2c6a89360c17",
   "metadata": {},
   "source": [
    "# Feature Creation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ae0fc474-936c-4f66-82a4-540d2a572ca4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_features(df):\n",
    "    '''\n",
    "    Creat time series features based on time series index.\n",
    "    '''\n",
    "    df = df.copy()\n",
    "    df['hour'] = df.index.hour\n",
    "    df['dayofweek'] = df.index.day_of_week\n",
    "    df['quarter'] = df.index.quarter\n",
    "    df['month'] = df.index.month\n",
    "    df['year'] = df.index.year\n",
    "    df['dayofyear'] = df.index.dayofyear\n",
    "    return df\n",
    "\n",
    "df = create_features(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c954743e-db80-4c10-a167-a77970647b0a",
   "metadata": {},
   "source": [
    "Vizualize our Feature / Target Relationship "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2d11701a-1781-4842-bdfa-a94b69511808",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_44554/994714248.py:2: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(data=df, x='hour', y='PJME_MW', palette='Reds')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'MW by Hour')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "sns.boxplot(data=df, x='hour', y='PJME_MW', palette='Reds')\n",
    "ax.set_title('MW by Hour')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ddd62daf-b873-442d-9f2f-2bf5a8b13ade",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_44554/3269659845.py:2: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(data=df, x='month', y='PJME_MW', palette='Blues')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'MW by Month')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AfvnlF/33v//Vf//73xJxHTp00Oeff66GDRtWWy633HKLbr75Zv3www9auHChse66TVZWVrVdGwBQPWjBBgCgmnTu3FmNGjUyHt90003y9vYuMz4gIMBuIq7mzZurdevWDs1pzJgx+uabb3T//ferefPm8vb2VrNmzXTvvfdqzZo1euyxxyp1nsaNG2vAgAHGY1uLtjto0aKF1q9fr3fffVf9+vVTcHCw6tatq6CgIN1yyy16++23tWHDBrVs2bJa8/Dy8tKiRYv0l7/8RREREWrQoAETnwGAmzNlZWVZKw4DAACw17VrV6WkpKh79+769ttvnZ0OAABORws2AACosk2bNiklJUVSzUxuBgCAO6DABgAAVfb3v/9dkuTv76/777/fydkAAOAamOQMAABU6Ny5czp16pTOnj2rBQsWGF3C//znP6t+/fpOzg4AANfAGGwAAFChuXPn6qmnnrLbd9111ykpKYkCGwCA/0UXcQAAUGleXl5q0aKF/vSnP+nrr7+muAYAoBhasAEAAAAAcABasAEAAAAAcAAKbAAAAAAAHIACGwAAAAAAB6DABgAAAADAASiwAQAAAABwAApsAAAAAAAcgAIbAAAAAAAHoMAGAAAAAMABKLABAAAAAHAACmwAAAAAAByAAhsAAAAAAAegwAYAAAAAwAEosAEAAAAAcAAKbAAAAAAAHIACGwAAAAAAB6DABgAAAADAASiwAQAAAABwAApsAAAAAAAcgAIbAAAAAAAHoMAGAAAAAMABKLABAAAAAHAACmwAAAAAAByAAhsAAAAAAAegwAYAAAAAwAEosAEAAAAAcIA6zk4AAAAArsNisSg5OVkZGRkKCgpSZGSkzGazs9MCALdAgQ0AAABJUlJSkt5//32lp6cb+0JCQvT0008rOjraeYkBgJugizgAAACUlJSk2NhYZWZm2u3PzMxUbGyskpKSnJMYALgRU1ZWltXZSQAAAMB5LBaLhgwZoszMTPXq1UstWrRQQUGBvL29dfToUW3ZskWBgYFaunQp3cUBoBx0EQcAAPBwO3fuVGZmppo0aaJt27Zpy5YtxjEvLy8FBwfr9OnT2rlzp7p16+bETAHAtVFgAwAAeLgdO3ZIkk6dOqVGjRqpbdu2slqtMplMSklJ0enTp404CmwAKBsFNgAAgIezWCySLrVWnz17Vjt37rQ77uXlpaKiIiMOAFA6CmwAAAAPl5ubK0kqKipS3bp11a9fP11//fX69ddftX79el28eNEuDgBQOgpsAAAAD1dUVGS3vXr1aq1evVqS7CY1Kx4HACiJAhsAALit06dPKyMjo0avGRQUpODg4Bq9ZnVLTU01ti/vBl78cfE4AEBJFNgAAMBtLV26VLNnz67Ra44dO1bjxo2r0WtWN29vb7vtgoIC47GPj4/y8/NLxAEASqLABgAAbmvIkCHq06dPlZ5z+PBhTZ8+XVOnTlWrVq2qfM2goKAqP8fV1atXz9j29fVV7969Va9ePV24cEHbt283CuzicQCAkiiwAQCA2woODr7i7tqtWrVS+/btHZyRe2rZsqWxffbsWa1bt67COABASV7OTgAAAADOVbduXYfGAYCnosAGAADwcDfeeKND4wDAU9FFHAAAAAYvLy+FhobKy8tLRUVFSktLY3kuAKgkCmwAAAAPt2PHDmO7qKhIx44dKzOue/fuNZUWALgduogDAAB4uL179xrbPj4+dseKPy4eBwAoiRZsAAAAD2crohs0aKBly5bp559/VkZGhoKCgnTDDTfonnvuUW5uboniGwBgjxZsAAAAD2db6iwnJ0cvv/yyvL29FRUVJW9vb7388svKzc21iwMAlI4WbAAAAA8XERGhJUuWSJJ+/PFHbdq0yThWvNU6IiKiplMDALdCCzYAAICHa9asmbGdn59vd6z44+JxAICSaMEGAADwcJGRkQoNDVV+fr7OnDlT4njjxo3l6+uryMhIJ2QHAO6DAhsAAMDDmc1m3XrrrZo3b54CAgJ00003qV69erpw4YJ27typM2fOaNSoUTKbzc5OFQBcmlt1Ef/qq680dOhQtWnTRs2aNVPnzp01btw4HT161C7u7NmzeumllxQREaGmTZuqU6dOevnll5WTk1PqeYuKipSQkKCoqCiFhISobdu2GjdunA4dOlRmLmvWrNEf/vAHtWjRQtdcc40GDRqk9evXlxl/4MAB/fGPf1R4eLhCQkLUu3dvffzxx7JarVd0LwAAABzFYrFo3bp16tChg3x8fLRu3TqtWLFC69atk6+vrzp06KCkpCRZLBZnpwoALs0tCmyr1arnnntODz/8sA4fPqz77rtPTzzxhHr16qVt27bpyJEjRmxubq7uvvtuffDBB7ruuuv05JNPql27dnr//fc1ePBg5eXllTj/c889p0mTJslqtSomJka33XabvvrqK916661KSUkpEb9gwQLdd9992r9/v0aOHKkRI0Zo7969Gjp0qJYuXVoifu/everfv79WrFih22+/XTExMSoqKtILL7ygF1980bE3CwAAoIqSk5OVlpamfv36yWQylTjer18/HT9+XMnJyU7IDgDch1t0Ef/Xv/6l//znP3r00Uf1+uuvl+ieVFhYaGz//e9/1+7du/Xcc89p2rRpxv5p06bpvffe0wcffKAJEyYY+7/77jslJiYqKipKS5Yskbe3tyRp+PDhGj58uCZOnKhFixYZ8VlZWXrxxRcVFBSk9evXq3nz5pIuFem33HKLJkyYoP79+6thw4bGcyZMmKCzZ89q4cKFGjBggCRpypQpGjJkiD766CMNHz5c3bt3d9wNAwAAqIKMjAxJUkJCQom1rjMzM5WQkGAXBwAoncu3YF+4cEGvv/66Wrdurbi4uFLH/tSpc+lzAqvVqv/5n/9RgwYNNHHiRLuYiRMnqkGDBkpMTLTbb3s8ZcoUo7iWpAEDBqhPnz5au3atXQv5kiVLlJ2drccff9woriWpefPmeuyxx5SRkaHly5cb+w8cOKDNmzerb9++RnEtSd7e3poyZYokac6cOVW+LwAAAI4SGBhobHfp0kUTJkzQX//6V02YMEFdunQpNQ4AUJLLF9hr165VVlaW7r77blksFi1btkzvvvuuZs+erdTUVLvYlJQUpaWlqUePHvLz87M75ufnpx49eujQoUN2Y7Y3btwoPz8/9ezZs8S1b7vtNkmyWwty48aNkqT+/ftfdXyvXr3k5+dnFw8AAFDTioqKJEn16tVTamqq3nnnHb322mt65513lJqaqnr16tnFAQBK5/JdxH/66SdJl2a37N27tw4cOGAc8/Ly0pNPPqkZM2ZIkjFeOjw8vNRzhYeHa82aNUpJSVGLFi2Um5ur9PR0dezYsdSWcdt5io/Dtm23bdu2RLxtX2nxpeVkNpvVqlUr7d27V4WFhUZLfFlKGz8OAEBxFotFu3fv1pkzZ9S4cWN16tSJmZ8vY1vXOT8/n9fW//Xjjz9KutRz0NfXVxMmTFDPnj21detWffLJJ7pw4YIR17lzZ2emCgA1ztfXt9KxLl9gnz59WpI0a9YsRUZGau3atbruuuu0a9cuPffcc4qPj1ebNm00btw4nT17VpLk7+9f6rkaNWokSUac7attf0XxFT3HNu66tPiycmrYsKGKioqUk5OjgICAUmNsjh8/zuydAIAy/fjjj/rss8+M105JCg4O1ogRI9StWzcnZuZaTpw4YXy1tcx6uuzsbElSs2bNZLFY9M477xjHgoOD1axZM504cULZ2dl2Q+cAoLYzm81lNuCWxuULbFtXJG9vb82dO1ehoaGSpKioKP3nP/9Rnz59FB8fr3HjxjkzzRoRFhbm7BQAAC5qw4YNmjVrlnr27KmpU6eqTZs2OnjwoObNm6dZs2Zp6tSp6tu3r7PTdAm21thmzZrpmmuucXI2rsE2r4yfn58++OAD/fzzz0YviBtuuEFPPvmkEcc9A4CyuXyBbWspvvHGG43i2qZjx45q3bq1UlNTlZWVZcTaPoW93OWtz6W1UJcXf/lzGjdubBd/7ty5MuPLyuncuXMymUxq0KBBqceLq0rXBACA57BYLEpISFBUVJRmzpyp3bt368cff1RQUJBee+01TZkyRR9++KH69+9Pd3HJmCXbx8eH19b/1axZM0lSamqqXn31VY0ZM0adOnXSwYMH9eqrrxrz3jRr1ox7BgDlcPkCu127dpLK7mJt25+Xl2eMgb588jMb235bnJ+fn0JCQnT48GFZLJYSbzouj7dt79y5UykpKSUK7NLGZ5eXk8Vi0eHDh9WqVasKx18DAFAW2xrGgwcP1siRI5WWlmYcCw0N1eDBg7Vp0yYlJyfbzQiN2u/06dOVWlqr+Fj0H374wW4C1uKrrOTl5Wnfvn3lnisoKEjBwcFXkC0AuD+Xr+ps3dn2799f4tjFixeVmpoqPz8/Y3xQaGiotm3bptzcXLuZxHNzc7Vt2za1atVKLVq0MPb37t1bX375pbZu3arevXvbnX/NmjWSLnVHLx7/xRdfaO3atbr55ptLjS9+Htv22rVr9fzzz9vFb9myRbm5uRo6dGil7wcAAJcrvoZx7969NW3aNIWHhys1NVWJiYmsYezBli5dqtmzZ1fpOQUFBWU+fuONNyp8/tixYz1i6B4AlMblC+w2bdqof//+Wrt2rRITEzVmzBjj2Lvvvqvs7Gw98MADRgvwww8/rDfeeENvvvmmpk2bZsS++eabysnJ0YQJE+zO/8gjj+jLL7/UzJkztWTJEuNT2lWrVmnjxo3q37+/WrZsacQPGzZMU6dO1YcffqiHHnrIGLN07NgxffTRRwoKCtKgQYOM+Hbt2ikqKkobNmzQqlWrjLWwCwoKNHPmTEmy+54AAKgq29rEnTt3VlxcnLy8Lq3CGRERobi4OD355JPavXs3axh7oCFDhqhPnz6Vit2+fbs++OADde7cWWFhYVq5cqUGDhyo48ePa9euXXryySfVtWvXCs8TFBR0tWkDgNty+QJbkt5++23dcccdeuaZZ/T111+rXbt22rVrl7777jtdc801evXVV43YZ599VitWrNB7772nXbt2KTIyUsnJyVq7dq26dOmiJ554wu7ct9xyi8aMGaPExET169dPd9xxh9LT07V48WIFBgaW+KQ2ICBAb775pmJiYtSvXz8NGzZMkrR48WKdOXNGn3zyiTGbePH877zzTo0ePVrDhg1TSEiIvv32W/3666967LHH1KNHj2q6cwAASCaTydkpwEmCg4Mr3V27ffv2CgsLU3x8vJKTkyVJK1euVFhYmGbMmKHo6OhqzBQAagdTVlaW1dlJVMbRo0f1//7f/9OaNWt05swZNWvWTAMHDtSLL76oJk2a2MVmZ2crLi5OX331lU6cOKFmzZpp6NChmjRpUoniV7o0U/mHH36oOXPmGF3Oo6Oj9fLLL6tNmzal5rN69Wq9/fbb2rVrl0wmkyIjIzVx4sQyX3x+++03zZgxQ999953Onz+vtm3bGl2oeOMDALgaq1at0rRp02QymRQVFaUxY8YYs4gnJiZq8+bNslqtmjZtmtGTypPt27dPY8eO1ezZs9W+fXtnp+NyLBaLli9frjfeeEMvvviiBg0axOR4AFBJblNgAwCA0u3YsUNPP/20YmJitGzZMrtJzsLCwnTPPfcoISFB77//PpOciQK7MrhHAHBl3KKLOAAAKFtkZKRCQ0O1Z88ezZ8/X7t371ZGRoaCgoLUqVMnTZkyRWFhYYqMjHR2qgAA1Gpezk4AAABcHbPZrPHjx2vz5s166aWXdPDgQeXn5+vgwYN66aWXtHnzZj311FN08wUAoJrRgg0AQC0QHR2tkSNH6rPPPtPmzZuN/V5eXho5ciQTVAEAUANowQYAoBZISkrSvHnzjGUrberUqaN58+YpKSnJOYkBAOBBKLABAHBzFotFb775pqSSS3LZHr/11luyWCw1nhsAAJ6EAhsAADe3c+dOZWVlSZK6deumhIQErVq1SgkJCerWrZskKTMzUzt37nRilgAA1H4U2AAAuLkff/xRkhQREaG4uDhFRESofv36xuMbbrjBLg4AAFQPJjkDAMDNnTx5UpI0YMAAFRYWavHixTp27JiaN2+uYcOGacCAAfr555+NOAAAUD0osAEAcHPNmjWTJCUmJuof//iH3VjrWbNmKSAgwC4OAABUD7qIAwDg5rp27SpJysjIkJeXlx566CF99tlneuihh+Tl5aWMjAy7OAAAUD1owQYAwM3ZxlhLktVq1aeffqpPP/1UkuyW7SoeBwAAHI8WbAAA3NyyZcuMbS8v+5f24o+LxwEAAMejwAYAwM0dO3ZMkjRs2LASa11bLBYNHTrULg4AAFQPuogDAODmmjdvLklavHixevbsqQsXLujs2bNq1KiR6tWrpyVLltjFAQCA6kGBDQCAmxs8eLD+8Y9/yGQyaevWrSWOm0wmWa1WDR482AnZAQDgOegiDgCAm/v1118lXZrgTJKuv/56jR07Vtdff73dflscAACoHrRgAwDg5tLS0uwe//rrr6UW05fHAQAAx6LABgDAzW3YsMHYjoqKUvPmzVVQUCBvb28dO3ZMmzdvNuLuvvtuZ6UJAECtR4ENAICbu3DhgiTJ399fr732mt3a14WFhRo8eLCys7ONOAAAUD0Ygw0AgJurV6+eJCk7O1svvfSS9uzZo9zcXO3Zs0cvvfSSsrOz7eIAAED1oAUbAAA317dvX23YsEFms1kHDhxQTEyMcSwkJERms1kWi0V9+/Z1YpYAANR+FNgAALi50NBQSZLFYtGJEyfsjqWnp5eIAwAA1YMu4gAAuLnIyEgFBgaWGxMYGKjIyMgayggAAM9ECzYAALWAba3rnj17ysfHR+fOnVPDhg2Vn5+vrVu3Ojk7AAA8Ay3YAAC4ueTkZGVlZSkmJkaHDx/W+vXrtWPHDq1fv16///67YmJilJmZqeTkZGenCgBArUYLNgAAbi4jI0OSdP/992v48OH64IMPdPToUbVo0UJPPvmkioqKlJCQYMQBAIDqQYENAICbCwoKkiS98cYbWrt2rSwWiyTp+++/19KlS9W/f3+7OAAAUD0osAEAcHORkZHy8/PTqlWrFBgYqDvvvFPNmzfXsWPH9M0332jVqlXy8/NjkjMAAKoZBTYAAG7OYrHowoULkqTc3Fx99tlnxjFvb29J0oULF2SxWGQ2m52SIwAAnoBJzgAAcHOLFy9WUVFRuTFFRUVavHhxDWUEAIBnosAGAMDNHT16VJIUEhKiixcv2h27ePGiQkJC7OIAAED1oIs4AAC1RHp6eol9Vqu11P0ArozFYlFycrIyMjIUFBSkyMhIhl4AMFBgAwDg5q677jpj22QyyWq1lvq4eByAqktKSlJ8fLzS0tKMfaGhoRo/fryio6OdlxgAl0EXcQAA3Nyvv/5qbBcvri9/XDwOQNUkJSUpNjZW4eHhSkhI0KpVq5SQkKDw8HDFxsYqKSnJ2SkCcAEU2AAAuLmUlBSHxgGwZ7FYFB8fr6ioKMXFxSkiIkL169dXRESE4uLiFBUVpVmzZhlr0APwXBTYAAC4udzcXIfGAbCXnJystLQ0jRkzRlarVTt27NCqVau0Y8cOWa1WjRkzRsePH1dycrKzUwXgZIzBBgDAzQUGBurgwYOVigNQdRkZGZKkY8eOaerUqXYTB4aEhOjxxx+3iwPguSiwAQBwc8ULZ7PZrBtvvFFBQUHKyMjQTz/9ZHRbpcAGrkxQUJAk6ZVXXpGPj4/dsczMTL3yyit2cQA8FwU2AABuLisry9i2WCzavn17hXEAKi8iIkJeXl4qKipS165d9cgjjyg8PFypqamaM2eONm/eLC8vL0VERDg7VQBOxhhsAADcXH5+vkPjANjbtWuXioqK7PZdPmN/UVGRdu3aVZNpAXBBFNgAALi50NBQh8YBsLdjxw5J0tixY3Xw4EHFxMTojjvuUExMjA4dOqQ//elPdnEAPBddxAEAcHPXXnutVq1aVak4AFcuMjJSDz/8sBYvXqxjx46pefPmGjZsGC3XAAwU2AAAuLlz5845NA6AvS5dumjOnDl65513VFBQoLS0NOPYwoUL5e3tbcQB8GwU2AAAuLlTp045NA6AvZtuukl+fn46fPiw/P39deutt6pevXq6cOGCduzYobS0NPn5+emmm25ydqoAnIwCGwAAN9e4cWOHxgEoqW7dupKk7OxsrVu3rsRxWys2AM/GJGcAALi5Q4cOOTQOgL3k5GRjmTsvL/u3z7bHmZmZSk5OrunUALgYWrABAHBzv/32m0PjANg7ceKEJCkwMFCff/65vvrqK2OSs3vuuUfDhw9XVlaWEQfAc1FgAwDg5i5evOjQOAD2fvnlF0lSp06dNGbMmBKTnHXq1EkbNmzQL7/8ooEDBzorTQAugC7iAAC4uSZNmjg0DkDpvvvuO7Vp00YJCQlatWqVEhIS1KZNG23YsMHZqQFwERTYAAC4uZYtWzo0DoC9sLAwY9tkMkmSrFar3ePL4wB4JrqIAwDg5i6fdOlq4wDYa9u2rSSpXr16SklJUUxMjHEsJCTEWLLLFgfAc1FgAwAAAOXIzs6WJF24cEG+vr7q37+/fH19lZeXp507d+rChQt2cQA8FwU2AABuLiMjw6FxAOwFBQVJkjp37qxdu3Zp7dq1dsdt+21xADwXBTYAAG7u+PHjDo0DYC8yMlIBAQHatWuXevXqpRYtWig/P18+Pj46evSotmzZosDAQEVGRjo7VQBORoENAICbq1u3rkPjAJRkm8zMZDLp9ttvV5s2bXTw4EHNmTPHyZkBcCXMdgIAgJsrPju4t7e33bHij5lFHLgyycnJyszMVExMjA4ePKiYmBjdcccdiomJ0aFDhxQTE6PMzEwlJyc7O1UATkYLNgAALur06dOVGjft7+9vbBcUFNgdK/7Y399f+/btK/dcQUFBCg4OrmKmQO1m+394//33a/To0UpOTlZGRoaCgoIUGRmpvLw8JSQkMM8BAApsAABc1dKlSzV79myHnW/lypVauXJluTFjx47VuHHjHHZNoDawTV6WmpqqiIgIdenSxe74wYMH7eIAeC4KbAAAXNSQIUPUp0+fCuN++eUXvfXWW/Lz81Nubm6J47b9f/nLX9SxY8dyz0WBAJQUGRmp0NBQJSYmKi4uzm5N+aKiIiUmJiosLIxJzgBQYAMA4KqCg4Mr1V372muv1b///W9lZWWpZ8+eKigo0I4dO9SlSxd5e3tr69atCgwM1ODBg2U2m2sgc6B2MZvNGj9+vGJjYzV58mSNGTPGmOQsMTFRmzdv1owZM/j/BYACGwAAd2c2mzVx4kRNmTJFO3fuVH5+viRpx44d8vHxkST95S9/4c0/cBWio6M1Y8YMxcfHKyYmxtgfFhamGTNmKDo62nnJAXAZFNgAANQC0dHRmjlzpt5//32lp6cb+xs3bqzx48fz5h9wgOjoaPXt27fEJGd8eAXAhgIbAIBawvbmf/ny5XrjjTf04osvatCgQbz5BwCghlBgAwBQi5jNZnXo0EGS1KFDB4prwIGSkpIUHx+vtLQ0Y19oaCi9RAAYvCoOAQAAADxbUlKSYmNjFR4eroSEBK1atUoJCQkKDw9XbGyskpKSnJ0iABdAgQ0AAACUw2KxKD4+XlFRUYqLi1NERITq16+viIgIxcXFKSoqSrNmzZLFYnF2qgCcjAIbAAAAKEdycrLS0tI0ZswYWa1W7dixQ6tWrdKOHTtktVo1ZswYHT9+XMnJyc5OFYCTMQYbAAAAKEdGRoYk6dixY/rb3/6mEydOGMeaNWtmLNtliwPguSiwAQAAgHIEBQVJkl555ZUSx06cOGHst8UB8Fx0EQcAAADKERER4dA4ALUXBTYAAABQjh07djg0DkDtRYENAAAAlGP+/PnGdt26de2OFX9cPA6AZ2IMNgDAbVgsFiUnJysjI0NBQUGKjIyU2Wx2dloAajnbpGbBwcEym812k5w1btxYFy9e1JkzZ+z2A/BMFNgAALeQlJSk+Ph4paWlGftCQ0M1fvx4RUdHOy8xALVevXr1JEmnT5+Wt7e33bHMzEwVFBTYxQHwXHQRBwC4vKSkJMXGxio8PFwJCQlatWqVEhISFB4ertjYWCUlJTk7RQC12E033WRs16tXT/3799cf/vAH9e/f366oLh4HwDPRgg0AcGkWi0Xx8fGKiopSXFycvLwufTYcERGhuLg4TZ48WbNmzVLfvn3pLg6gWhRffis7O1tr166tMA6AZ6IFGwDg0pKTk5WWlqYxY8YYxbWNl5eXxowZo+PHjys5OdlJGQKo7XJychwaB6D2osAGALi0jIwMSVJ4eHipx9u0aWMXBwCOVlRU5NA4ALUXBTYAwKXZulympqaWevzgwYN2cQDgaOfOnZN0aUmuJk2a2B1r2rSpsVSXLQ6A56LABgC4tMjISIWGhioxMVEXL17Ujh07tGrVKu3YsUMXL15UYmKiwsLCFBkZ6exUAdRSZ86ckSRdvHhRWVlZdscyMzN18eJFuzgAnotJzgAALs1sNmv8+PGKjY3VHXfcYSyHI0ne3t66ePGiZsyYwQRnAKpN/fr1jW1bMV3a4+JxADwTLdgAALdgtVrtimtJKigokNVqdVJGADzFgAEDHBoHoPaiBRsA4NIsFovefPNNSVJUVJR69uwpHx8f5efna+vWrdq8ebPeeustlukCUG1MJpND4wDUXhTYAACXtnPnTmVlZalz5856/fXX7ZbqGjZsmJ566int2rVLO3fuVLdu3ZyYKYDa6uuvv650XM+ePas5GwCujC7iAACXtmPHDknSuHHjSl0He+zYsXZxAOBoO3fudGgcgNqLAhsA4NbokgmguhWfyKxOHfsOoMUfXz4BGgDPQ4ENAHBpXbp0kSR9/PHHpS7T9e9//9suDgAczdfX19iuX7++RowYoQkTJmjEiBF2M4cXjwPgmRiDDQBwaTfddJMCAwO1a9cu3XnnncrPzzeO2SY7CwwM1E033eTELAHUZk2bNtXp06clSWfPntVnn31WZhwAz0YLNgDApZnNZg0cOFBS2evPDhw4kBnEAVSbyq5vzTrYACiwAQAuzWKxaN26derQoYOCg4PtjjVp0kQdOnRQUlKSLBaLkzIEUNtdd911Do0DUHtRYAMAXFpycrLS0tLUr1+/ErOIm0wm9evXT8ePH1dycrKTMgRQ2zVo0MChcQBqLwpsAIBLy8jIkCQlJCQoMzPT7lhmZqYSEhLs4gDA0bZt2+bQOAC1F5OcAQBcWmBgoLHdtWtXPfLIIwoPD1dqaqrmzJmjzZs3l4gDAEfat2+fQ+MA1F60YAMAXFpRUZEkqWHDhnrttdcUERGh+vXrKyIiQq+99poaNmxoFwcAjlbZOR6YCwIALdgAAJf2008/SZJycnL017/+VT179jSW59q6datycnKMuO7duzsxUwC1Vd26dUusYlBWHADPRoENAHALt956q9avX290CZcuLeEVHR2tdevWOTEzAACASyiwAQAurUuXLpozZ47Wrl2rqKioEi3YtuK6S5cuTs4UQG1VmdbrqsQBqL0Ygw0AcGmdO3c2lueyWq12x2yPvby81Llz5xrPDYBn8PX1dWgcgNqLFmwAgEvbs2ePMYHZli1btGXLlhIxRUVF2rNnD63YAKpFw4YNde7cuUrFAfBstGADAFxa8fWtvb297Y4Vf8w62ACqS506lWuTqmwcgNqLvwIAAJdmW9+6c+fO+sc//qHdu3crIyNDQUFB6tSpk55++mnt3r2bdbABVJuCggKHxgGovWjBBgC4NZPJ5OwUANRyPj4+Do0DUHvRgg0AcGmZmZmSpF27dunOO+9Ufn6+ccw2m3jxOABwtODgYB0+fLhScQA8Gy3YAACXFhQU5NA4AKiq9u3bOzQOQO1FgQ0AcGkREREym81q0KCB/P397Y75+/urQYMGMpvNioiIcFKGAGq7yswgXpU4ALUXXcQBAC5tz549slgsysnJUd26dTVixAiFhYXp+PHj+uabb5STk2PEsUwXgOqQmprq0DgAtRcFNgDApZ06dUqSFBoaqpMnT+qzzz4zjpnNZoWGhiotLc2IAwBHq+wygCwXCIACGwDg0rKysiRJaWlpioqKUs+ePY3JzbZu3arNmzfbxQGAozVu3Fjp6emVigPg2RiDDQBwaY0aNZJ0aT3sGTNmqE2bNvLx8VGbNm00Y8YMBQQE2MUBgKNVdjlAlg0E4BYFdqdOnRQQEFDqv7vvvrtEfH5+vl5//XV16dJFzZo1U4cOHfTss8+W233w888/V//+/RUWFqZWrVrpwQcf1E8//VRm/I4dOzR8+HC1bNlSYWFhuv3227V48eIy49PT0zV+/Hi1b99ezZo1U7du3fTWW2/p4sWLVboXAOBpzp49K+nSMlwDBw7U008/rWnTpunpp5/WwIEDjZZrWxwAOFpBQYFD4wDUXm7TRbxRo0Z64oknSuxv2bKl3eOioiKNGjVKa9as0c0336zBgwcrJSVFiYmJWr9+vVavXl1ijcK33npLM2bM0DXXXKM//elPysnJ0aJFi3TnnXdq6dKl6tmzp138d999p/vuu0++vr6699571aBBAy1btkx/+tOfdPToUT399NN28SdOnNDtt9+uY8eOadCgQWrbtq02bdqkGTNmaPv27Zo3bx6feAJAGWwt1JLs1sC+/HHxOABwpMLCQofGAai93KbA9vf311//+tcK4+bNm6c1a9bo/vvv10cffWQUrrNnz9aECRM0Y8YMvffee0Z8SkqK4uLidO2112rNmjXGEjDjxo3TgAED9Oyzz2rLli3y8rrU2F9YWKhnn31WXl5e+vrrr9W5c2dJ0osvvqjbbrtNr776qoYMGWJX+E+dOlVHjx7VO++8o7Fjx0qSrFarHn30UX355Zf68ssvdf/99zvkPgFAbVN8fWt/f3916dJF9erV04ULF7Rjxw5lZ2eXiAMARzpx4oRD4wDUXm7RRbwqEhMTJUl/+9vf7FqF//SnP6l169ZauHChLly4YOyfO3euCgsL9cILL9itr9q5c2fdd9992rdvn7Zs2WLs/+6773Tw4EHdf//9RnEtXXrTN2HCBBUUFGj+/PnG/nPnzmnx4sVq3bq1/vSnPxn7TSaTpk6dKkmaM2eOA+9A9bFYLNqxY4dWrVqlHTt2yGKxODslAB6gqKhIkuTt7a1z585p3bp1WrFihdatW6ecnBx5e3vbxQGAo13ee+Zq4wDUXm7Tgl1QUKC5c+cqPT1dDRs2VJcuXdStWze7mLy8PP34449q165dia7jJpNJt956qz755BPt3LlTUVFRkqSNGzdKkvr371/imrfddpvmzZunTZs2qXfv3pWKl6RNmzYZ+3744Qfl5+fr1ltvLdENvGXLlmrXrp22bdsmi8Uis9lcpXtSk5KSkhQfH6+0tDRjX2hoqMaPH6/o6GjnJQag1rPNh1FQUKCAgADdddddat68uY4dO6b//ve/xhjsn376Sd27d3deogBqLavV6tA4ALWX2xTYJ06c0FNPPWW3r0uXLvr444/Vpk0bSdLBgwdVVFSk8PDwUs9h25+SkmIU2CkpKWrQoIGaNWtWIr5t27ZGjI1t23asuGbNmqlBgwZKTU0tEV9eTr/99puOHDmi1q1blxpjk5eXV+7x6rJhwwZNnz5dPXv21EsvvaQ2bdro4MGDmjdvnmJjYzV16lT17dvXKbkBqP1sk0G2aNFChYWFdutgh4SEGMX2xYsXnfZ30tXYWtHy8/O5J6Xg/lSMe2TPz89P586dq1Qc9wuofXx9fSsd6xYF9ujRo9WrVy917NhRfn5+OnDggGbNmqUFCxZo8ODB2rx5sxo2bGjMIFu8q3dxtiVcis80e/bsWTVp0qTU+IYNG5YaX/xcpT2ntPiKcrKNISzP8ePHa7xbdlFRkeLj4xUZGanHHntMXl5eOn36tBo2bKjHHntMFy5c0KxZs9SyZUtjnDoAOJLt757JZNIrr7yidevW6eTJk2ratKluvfVWvfrqq0bckSNHnJmqy7CNAz1x4oTq1avn5GxcD/enYtwje76+vpUqsH19ffk7BNQyZrO5zMbS0rhFgT158mS7x507d1ZCQoIkacGCBZozZ47Gjx/vjNRqVFhYWI1f86efftLp06c1depUhYaGatmyZUpLS1NoaKgGDx6ssWPH6plnnlFmZqZuvPHGGs8PQO1ne1E7cuSInn76absxjosWLTIeh4eH65prrnFKjq7GNtdIs2bNuCel4P5UjHtkryrrYHO/AM/mFgV2Wf70pz9pwYIF2rZtm8aPH19ha3Bprc+NGjUqc+1U2yeVl8cXP1dpzym+VExlcyqrhbu4qnRNcBTbPfjuu+/03HPP2bWgf/jhh7r33nuNOGfkB6D2K/7hoq27eGmPw8LC+Dv0v3x8fIyv3JOSuD8V4x7Zq2y377y8PO4X4OHcuk+vbUmW8+fPS5Jat24tLy8vuzHQxdn2Fx8/3bZtW+Xk5JS6rEJp461LG5dtc+LECeXk5Nh1IbDFl5eTt7e3WrRoUcZ36Vy2e7xw4UI1atRIkyZN0rJlyzRp0iQ1atRICxcutIvzdMy0DjheRESEzGazGjRoUGJIT5MmTdSgQQOZzWZFREQ4KUMAtV1lX8953Qfg1gX2jz/+KEnGjOH16tVT165d9dtvv+n333+3i7VarVq3bp38/Px00003Gftts4OvXbu2xPnXrFljF3Ml8d26dZO3t7fWrVtXYmbJ33//Xb/99pt69OihOnVcszPB9ddfL0mqW7euFi1apMGDBysoKEiDBw/WokWLVLduXbs4T5aUlKQHH3xQTz/9tKZNm6ann35aDz74oJKSkpydGuDW9uzZI4vFopycHLVt21YTJkzQX//6V02YMMH4kNRisWjPnj3OThVALWVbDtBRcQBqL5cvsPfv32+0UF++f9q0aZKk+++/39j/yCOPSJJeeeUVu4L2k08+0aFDhzR8+HC7yTpGjx6tOnXq6O2337brxr1r1y59+eWXat++vXr16mXs79evn1q3bq0vvvhCu3btMvZnZ2frnXfekbe3t0aMGGHsb9Soke69914dOnRIn3zyibHfarXqlVdescvZFS1btkzSpW6YsbGx2rNnj3Jzc7Vnzx7FxsYa3TNtcZ4qKSlJsbGxCg8PV0JCglatWqWEhASFh4crNjaWIhu4ChkZGZKkv/3tbzpw4IDeeecdvfbaa3rnnXeUkpKiv/3tb3ZxAOBotGADqCzXbDYt5ssvv9QHH3ygqKgoXXPNNapfv74OHDigVatW6eLFi5owYYJdi/GoUaO0ePFiffHFFzp8+LB69+6t1NRUffXVV2rVqpViY2Ptzn/ttddq8uTJmjFjhvr06aPBgwcrJydHixYtkiT9/e9/t5sdu06dOvrHP/6h++67T3fffbfuvfdeNWjQQMuWLdORI0f06quvqlWrVnbXmDZtmjZu3KgXXnhBSUlJCg8P16ZNm/TDDz/orrvu0n333VeNd/DqHDt2TNKliebmzJmjmJgY41hYWJgmTZqk119/3YjzRBaLRfHx8YqKilJcXJzx+xIREaG4uDhNnjxZs2bNUt++fV16rXPAVdmGoCxdulQnT560O3bixAktWbLELg4AHK2yr9+8zgNw+QK7b9++2r9/v3bt2qUtW7bo/PnzCgoK0oABA/Too4+qf//+dvFeXl6aN2+e3n33XS1YsEAffPCBAgMD9fDDDys2NlbBwcElrvGXv/xFLVu21D//+U/Nnj1bdevWVa9evfTSSy+VOjP2Lbfcov/+97967bXXtHjxYl28eFEdO3bU9OnTjUm/igsJCdHq1as1Y8YMffvtt/rvf/+ra665RlOmTNGzzz5b6ZkpnaF58+aSLrW4z5s3T4sXL9axY8fUvHlzDRs2TCtXrrSL80TJyclKS0vTtGnTSixV5uXlpTFjxigmJkbJycnq0qWLk7IE3FdkZKR8fHyUnJxc6vFdu3bJx8dHkZGRNZwZAE9R2aVIWbIUgMsX2H369FGfPn2q9BwfHx9Nnjy5xPJe5XnggQf0wAMPVDq+a9eu+uKLLyodHxISovj4+ErHu4phw4Zp1qxZio+P15w5c5Senm4c+/zzz3Xu3DmZzWYNGzbMiVk6l61balnr47Vp08YuDkDVFBQU2C3NVZr8/HwVFBSwXi+AalGVZboAeDY+ZkO5vL29FRUVpdzcXLviWpLS09OVm5urqKgoj57Uw9YtNTU1tdRZxA8ePGgXB6BqKvvhpDt+iAnAPeTm5jo0DkDt5fIt2HCuyszMa5vh11PHHUVGRio0NFTvvvuusrOzlZaWZhwLDQ2Vv7+/wsLC6L4KXKFff/3VoXEAUFVMcgagsmjBRrl27typzMxMde7cWWvWrNEzzzyj++67T88884zWrFmjTp06KTMzUzt37nR2qk5jNpt16623au/evcrLy9OkSZO0dOlSTZo0SXl5edq7d6+io6M99gMI4GoVFRUZ24GBgRoxYoReeOEFjRgxQoGBgaXGAQAAOAMt2CjXjh07JEnjxo1T3bp11a5dOzVu3FhBQUGqW7euHn30UT377LPasWOHunXr5uRsncNisWjdunXq0KGDsrKy9PrrrxvHQkND1aFDByUlJenPf/4zRTZwBfz8/IxtLy8vffbZZ8bj4kMviscBgCMVX/rVEXEAai8KbFRKcnKy4uLiSnR/vuuuu5yYlWsoPot427Zt9cEHH+jo0aNq0aKFnnzySaWkpDCLOHAVsrOzje3LJwss/rh4HAA4EgU2gMqiwEa5unTpojlz5mj27Nnq1auXRo4cKR8fH+Xn52vLli365JNPjDhPZXuDv3r1aj355JPG+Kvvv/9eS5cuNZZuYxZx4MpUtmWaFmwA1aVhw4bKzMysVBwAz0aBjXJ17txZXl5eKioq0o4dO7RlyxbjmI+Pj6RLXTY7d+7srBSdztZFdeHChSXWv7RarVq4cKFdHICqadOmTYWTLdriAKA6tG7dulIFduvWras/GQAujQIb5dqzZ48xcdDFixftjtkeFxUVac+ePR7bin399dcb2927d1dUVJTRyr9582Zt3bq1RByAyvP393doHAAUd/r06Qp7mYWGhlZqQtfQ0FDt27evwrigoCAFBwdXOkcA7oMCG+U6deqUJOm6665Tdna2Tpw4YRxr2rSpGjVqpP379xtxnmjJkiXG9o4dO4yCWpLd+uBLlizRyJEjazI1oFYwmUwOjQOA4pYuXarZs2c75FwrVqzQihUrKowbO3asxo0b55BrAnAtFNgoV1ZWliRp2LBhuvvuu5WcnKyMjAwFBQUpMjJSy5cv1xtvvGHEeaLk5GRj+/I3+MUfJycnU2ADV6BRo0YOjQOA4oYMGaI+ffqUG1NUVKTnn39e586dKzOmYcOGevfdd0sMFysNw8aA2osCG+UKCAiQJK1fv16DBg2y6wZeVFSk9evX28V5onr16km61KJvMpnsWvkDAgJktVp18uRJIw5A1Zw5c8ahcQBQXHBwcKW6a0+ePFlTpkxR3bp17YbN2R5PnjyZ4WAAVPFHbPBoTZo0kSRt3bpVkydP1p49e5Sbm6s9e/Zo8uTJ2rZtm12cJ7r22mslSSdPnizRkp+VlaWTJ0/axQGomh07djg0DgCuRHR0tGbOnFmi9Tk4OFgzZ85UdHS0cxIDaiGLxaIdO3Zo1apV2rFjh7FKjzugBRvlioyMVGhoqPz9/Y31nG1CQ0PVoUMHnT17VpGRkU7M0rkaN25sbOfn59sdK/64eByAyqvsi6o7vfgCcE/R0dHq27evMUTuxRdf1KBBg2Q2m52dGlBrJCUlKT4+Xmlpaca+0NBQjR8/3i0+yKLARrnMZrPGjx+v2NhY9erVS6NGjTJmyN66dau2bNmiGTNmePQLS2XHn3vyOHXgahQWFhrbgYGBuvPOOxUWFqbjx4/rm2++MZbOKR4HANXFbDarQ4cOkqQOHTp49HsgwNGSkpIUGxurqKgoTZs2TeHh4UpNTVViYqJiY2M1Y8YMly+yKbBRoejoaM2YMUPx8fHavHmzsT8sLMwtfsmrm61w9vX1lb+/v90Y7JCQEGVmZio/P58CG7hCjRs31qFDhyRJOTk5+uyzz4xjdevWtYsDAADuyWKxKD4+XlFRUYqLizMmDIyIiFBcXJwmT56sWbNmqW/fvi79wRYFNirF1iXq8lnEXfmXu6bYlijLy8tTly5dNHr0aLtWftuHEp68lBlwNfz8/Izt4hMLXf64eBwAAHAvycnJSktL07Rp02S1WrVjxw67umPMmDGKiYlRcnKy3cTLroYCG5VmNptd+pfZWZo1ayZJuuaaa5SSkmLXyh8SEqIWLVro6NGjRhyAqunbt682bNggk8kkq9Va4rhtf9++fZ2QHQDgchaLhUYZVFlGRoYk6dixY5o2bVqJMdiPPfaYXZyrosAGrlLXrl2VmJioI0eOyNvb2+7YmTNnVFBQYMQBqLrQ0FBJKrW4Lr7fFgcAcB53n6AKzmObof+VV15R7969S4zBfuWVV+ziXBUFtgc7ffp0jX8CFBQUVKm1Jt3JTTfdJD8/P+Xm5pbZfdXPz0833XSTM9ID3F5kZKQCAgLKnccgMDDQo1czAABXUBsmqILzREREyGw2q1GjRnr11Vf1888/a9OmTQoKCtKrr76q++67T2fPnlVERISzUy0XBbYHW7p0qWbPnl2j1xw7dqzGjRtXo9esCbaJlry9ve2W5rI9vrxlG0DVXLhwodzj58+fr6FMAAClqS0TVMF59uzZI4vFoszMTA0cONDuPbVtfiNbnCsPW6XA9mBDhgxRnz59qvScw4cPa/r06Zo6dapatWpV5Wu6epeOK5GcnKysrCzFxMRoyZIldrOIBwYGasiQIUpISHD5CRkAV7V9+/YSa8xfLj8/X9u3b1f37t1rKCsAQHHFJ6iyFdc2Xl5ebjNBFZynsj1rGYMNlxUcHHzF3bVbtWql9u3bOzgj92T7T96sWTOZTKYSx22Tm7n6HwPAVX311VfGdqNGjdSgQQMVFBTI29tbOTk5Onv2rBFHgQ0AzmF7nxMeHl7q8TZt2tjFAZcLDAyUJHXu3Fn/+Mc/tHv3bmOivE6dOumZZ57Rrl27jDhXRYENXCVbq/yrr76qXr16adSoUXbLdL366qt2cQCqZufOncb22bNnjYK6vDgAQM2yvc9JTU3Vddddp8WLF+vYsWNq3ry5hg0bpoMHD9rFAeW5fPWioqKiMic7dTUU2MBVsk3IUK9ePR04cMBuma6mTZvKz89PFy5ccPkJGQBXlZeX59A4AIDjRUZGKjQ0VK+88orS0tJUVFRkHIuPj1doaKjCwsKYkBJlyszMlCTt2rVLkydP1pgxY9SmTRsdPHhQiYmJ2r17t12cq/KqOARAeWwTMuTk5Oj06dN2x06fPq2cnBxZLBbt2bPHSRkC7q1hw4YOjQMAOJ7ZbNa1116rY8eO2RXX0qXWx2PHjqlt27ZMcIYy2Xo3xMTEKDU1VTExMbrjjjsUExOjgwcPKiYmxi7OVdGCDVylU6dOGdulvaCUFgeg8nx8fBwaBwBwvIKCAm3atEmS/YzPxR9v2rTJmEMDuJytF8SePXs0f/78EmOwp0yZ4ha9ICiwgat05swZY7tXr17q1auX8UKyZcsWbdmypUQcgMqrbFcwV+8yBgC12ZdffqmioiJde+21+ve//12iOBo3bpxSUlL05ZdfauTIkc5OFy7IbDZr/Pjxio2N1UsvvaSePXvKx8dHBw8e1Pz587VlyxbNmDHD5XtBUGADVykrK0vSpe6pU6dO1YcffqijR4+qRYsWmjp1qoYPH65z584ZcQCq5vKeIVcbBwBwvF27dkmSHn/8cdWtW7fEUlyPPfaYJk+erF27dlFgo0zR0dEaOXKkFixYYDevkdls1siRIxUdHe285CqJAhu4Srau3+fOndNdd91l7P/++++1aNGiEnEAqiYgIEDnz5+vVBwAwDnq1asnSUpLSyv1uG2/LQ4oTVJSkubPn69evXoZLdi2lXnmz5+vG264weWLbAps4CrZ1rl2VBwAe5Udq8eYPgBwnrvuukvffPON/v3vf2vo0KGqU+f/yozCwkLNnj3biANKY7FYFB8fr6ioKMXFxcnL6//m4x42bJgmT56sWbNmqW/fvi7dTZxZxIGr1KlTJ4fGAbDn5+fn0DgAgON17dpVfn5+OnfunIYMGaKlS5fq1KlTWrp0qYYMGaJz587Jz89PXbt2dXaqcFHJyclKS0vTmDFjVFhYqAULFuidd97RggULVFhYqDFjxuj48eNKTk52dqrlogUbuErr16+vdFxUVFQ1ZwPUPv7+/g6NAwA4ntls1ksvvaQpU6YoKytLb7zxRomYl156yaVbHuFcGRkZkqTVq1friSeeKLGW+n333WcX56powQau0oYNGxwaB8BeZScIZCJBAHCu6OhozZw5UyEhIXb7Q0JCNHPmTJcfOwvnsq1vvXDhwlKP2/azDjZQy124cMHYrlOnjgoLC43HdevW1cWLF0vEAai89PR0h8YBAADXc/311xvbPXv21COPPKLw8HClpqZqzpw5xqzixeNcES3YwFUqPnNx8eJaklFcXx4HoPKKT3LiiDgAQPVISkpSbGys2rZtq4SEBK1atUoJCQlq27atYmNjlZSU5OwU4cKWLFlibFssFs2bN0+TJk3SvHnzZLFYSo1zRbwbAa5S9+7dHRoHwF7xD6dMJpMaNWqkBg0aqFGjRjKZTKXGAQBqVvEZoGfOnKmCggJt2rRJBQUFmjlzpqKiojRr1iy7QgkozraWeosWLbRt2zatX79eO3bs0Pr167Vt2zY1b97cLs5V0UUcuEodO3bU8uXLKxUHoOoaNmxobFutVp09e7bCOABAzbLNAD148GCNHDnSbj3s0NBQDR48WJs2bVJycrK6dOnixEzhqmxrpB89elR169ZV586dFRwcrNOnT2vXrl06duyYXZyrogUbuEq28SCOigNg7/KhF1cbBwBwPNvMzgkJCQoPD7frIm57XDwOuNytt95qbDds2FDbt2/XN998o+3bt9t9iF48zhVRYANX6dSpUw6NA2AvODjYoXEAAMcLDAyUJHXu3FlxcXGKiIhQ/fr1FRERobi4OHXq1MkuDrjctm3bjO0zZ87YHSv+uHicK6KLOHCVin+i1qtXL7Vo0UL5+fny8fHR0aNHtWXLlhJxACqPD7EAwP0VnzMDKM3Ro0cdGucsFNjAVerWrZt+/PFHmUwmpaamGgW1dGndR5PJJKvVqm7dujkxS8B95eTkODQOAOB4mZmZkqTdu3dr8uTJGjNmjNq0aaODBw8qMTFRu3fvtosDLuft7S3p0qogVqtVVqvVOGZbKaSoqMiIc1UU2MBVatq0qaRLky+dPn1at99+uzp06KC9e/dq3bp1xh8HWxwAAEBtExQUJEl6/PHHtWzZMsXExBjHwsLC9PjjjyshIcGIAy5nm7ysqKhIvXr1Uq9eveTj46P8/Hxt2bLFaMRy9UnOKLCBMpw+fbpSE3Hk5eUZ2xaLRatXr9bq1atLjdu3b1+55woKCmIcKXAZPz8/h8YBABwvMjJSoaGh2rNnj+bPn6/du3crIyNDQUFB6tSpk6ZMmaKwsDBFRkY6O1W4qOLvqX/44QeFh4dr0KBBWr58uX744YdS41wRBTZQhqVLl2r27NkOO98bb7xRYczYsWM1btw4h10TqA0qO26P8X0A4Dxms1njx49XbGyspkyZojFjxigqKkoHDx7UlClTtHnzZs2YMUNms9nZqcJF2RqZbK3Wc+fO1dy5c43jtv2u3hhFgQ2UYciQIerTp0+lYrdv364PPvhAnTt3VlhYmFauXKmBAwfq+PHj2rVrl5588kl17dq1wvPQbQooqVGjRg6NAwBUj+joaM2YMUPx8fEluojPmDFD0dHRzksOTlPZXqG298H5+fm64YYb5OPjowsXLqhevXrKz8/Xzz//bMS5cq9QCmygDMHBwZX+j9m+fXuFhYUpPj5eycnJkqSVK1fyggIAADxKdHS0oqKitHjxYh07dkzNmzfXsGHDXH5iKlSfK+kVaiumS/Pxxx/r448/Lvf5zuwVSoENOEh0dLT69u2r5cuX64033tCLL76oQYMG0RUKuEos0wUA7iMpKUnx8fFKS0sz9i1cuFDjx4+nwcFDVbZXaFFRkSZPniyTyaSMjAwVFRUZx7y8vBQUFCSr1aq4uDhjVvGyOLNXKAU24EBms1kdOnSQJHXo0IHiGnCAs2fPOjQOAFA9kpKSFBsbq6ioKE2bNk3h4eFKTU1VYmKiYmNj6dXnoarSK/T5559XbGysevbsKT8/P61evVq33367cnNztXXrVs2YMUPXX399NWd8dcov/QEAcLLz5887NA4A4HgWi0Xx8fGKiopSXFycIiIiVL9+fUVERCguLk5RUVGaNWuWLBaLs1OFC7ON4z906JCxKs/q1at1+PBht/mAhgIbAODSincRc0QcAMDxkpOTlZaWpjFjxpTovuvl5aUxY8bo+PHjxlw1QFmio6O1YMECvfjii5KkF198UZ999plbFNcSBTYAwMUVFhY6NA4A4Hi2WaLDw8NLPd6mTRu7OKA87jzskgIbAODSLl686NA4AIDj2SaVSk1NLfX4wYMH7eKA2ooCGwDg0qxWq0PjAACOFxkZqdDQUCUmJpYYslNUVKTExESFhYUpMjLSSRkCNYNZxAEALq1u3boqKCioVBwAwDnMZrPGjx+v2NhYTZo0ST179pSPj4/y8/O1detWbdmyRTNmzHCrrr7AlaDABgAXYrFYlJycrIyMDAUFBSkyMtLj34zUqVOnUgV2nTq8pAGAM0VHR2vkyJFasGCBNm/ebOw3m80aOXKk20xSBVwN3o0AqDEUj+VLSkpSfHy80tLSjH2hoaEaP368R78pycvLc2gcAKB6JCUlaf78+erVq1eJFuz58+frhhtu8OjXM3gGCmwANYLisXxJSUmKjY1Vr169NHLkSLs3JbGxsW6z9mN1YJkuAHB9l6+DXXyprmHDhmny5MmaNWuW+vbty4frqNUosAFUO4rH8tnelLRv314HDx6061YXGhqq9u3b86YEAODSbOtgT5s2rcx1sGNiYpScnKwuXbo4KUug+lFgA6hWxYvH1NRUu+IxJCSE4lH/96YkPT1dUVFRmjZtmsLDw5WamqrExERt3rxZVquVNyUAAJdVfB3s0oaEsQ42PAUFNoBqZSse09LS1Lt3b02fPt2ueNy0aZMR56nF46lTpyRJPXr0sOtWFxERobi4OE2cOFFbt2414gAAcDW29a2/+OILLVu2rMSQsMGDB9vFAbUV62ADqFa2orBnz56aOXOmCgoKtGnTJhUUFGjmzJnq0aOHXZwnysrKkiT169ev1G51t9xyi12cp6ns8lss0wUAzhMZGamAgAAlJCQoPDxcCQkJWrVqld3jwMBA1sFGrUcLNoBqZSsKQ0JCNHLkyBKfaHfv3t0uzhMFBARIktavX6877rhDS5cu1bFjx9S8eXMNGTJE69evt4vzNE2aNNHx48crFQcAcB6TySTp0qST+/bt06FDh5Sfn88klPAoFNgAqpWtKFyyZEmJSc62bNmipUuX2sV5IlthuHXrVt122212x/7xj3+UiPM0/v7+lSqw/f39ayAbAEBpkpOTlZmZqTvuuENr1qzRli1bjGNms1kDBgzQqlWrPHpIGDwDBTaAalV8rNX27dvtXnC9vb1LjfM0kZGR8vPzU25urkwmk6xWq3HM9tjPz89ju9VVtneDJ/eCAABns01e9u233yoqKqrEOtirVq2yiwNqK8ZgA6gxBQUF5T72VBaLRRcuXJBUchyx7fGFCxdksVhqPDdXcPr0aYfGAQAcLzAwUJLUuXNnvfrqqyosLNT+/ftVWFioV199VZ06dbKLA2orWrABVKvKflLtyZ9oL1682BifZhu/ZlN8PNvixYv14IMP1nh+zlZYWOjQOABA9UlLS9OAAQPsxl3Hx8ercePGTswKqDm0YAOoVmfOnHFoXG109OhRSdLNN9+sFStW6JlnntF9992nZ555RitWrFC3bt3s4jzN5R86XG0cAMDxMjMzJV1aFcRsNuuhhx7SZ599poceekhms9noZWSLA2orWrABVCsK7MqrV6+eHnroIbuZ1hcuXKh27do5MSvnq+zss8xS677S09OVnZ1dY9c7fPiw3dea4u/vr5CQkBq9JlBTbBNN+vr6yt/fX59++qk+/fRTSZdWEsnKylJeXh4TUqLWo8AGUK32799vbNetW1cPPvigBg0apOXLl2vBggW6ePFiiThP07FjRy1atEjfffedoqKiNG3aNIWHhys1NVVz5szRd999Z8QBtU16erpGjRql/Pz8Gr/29OnTa/R6Pj4+mjdvHkU2aqWUlBRJlwrsU6dO2R07efKkGjVqpLy8PKWkpBhLdAK1EQU2gGplm7zLZDKpcePGdp9oN2vWTCdPnpTVajXiPFHx5bd++eUX/etf/5LVapXJZNLBgwdLjQNqi+zsbOXn56vjoD/JLyjU2elUm9yMNP2y/BNlZ2dTYKNWsvW+ysrKUt26dTVq1Ci7D9RtKz0U76UF1EYU2ACqla2F2mq1qk2bNrrllluUn58vHx8fHTlyRCdOnLCL82Te3t7KysrSzp077fbXrVuX+4Nazy8oVA1DWjo7DQBXqFmzZpIu9dQICAgo8YF6ZmamCgoKjDigtqLABlCtmjZtanT/3rp1q7Zu3VpmnKeyTfhiW7asffv2atGihY4ePap9+/YZxTUTwwAAXJVtoklbD6zSjl2+DdRGFNgAqtWNN96ojRs3VirOUzVs2FCS5OXlpeDgYO3bt0/79u2TdOmDh9OnT6uoqMiIAwDA1aSnp0u69GHx6dOndfvtt6tDhw7au3evkpKSjKUUbXFAbcUyXQCq1dChQx0aVxtt2LBBkhQQECAvL/s/y15eXgoICLCLAwDA1YSGXppDoX79+iosLNTq1asVHx+v1atXq7CwUPXr17eLA2orCmwA1ernn392aFxtdPz4cUmXlirLz8/XpEmTtHTpUk2aNEn5+fnGEma2OAAAXE3btm0lSefPn1edOvadZOvUqaPz58/bxQG1FV3EAVSrHTt2VDquW7du1ZyNa2revLkkqXHjxvL29tbrr79uHAsNDVXjxo115swZIw4AAFdTfJ4Qk8mk0aNHG7OIf/7556XGAbURBTaAamW1Wo3tHj16KC8vT2fPnlWjRo3k6+urbdu2lYjzNL1799bixYuVnZ2tb775Rr/++qsyMjIUFBSk66+/XnfeeacR54nMZrMsFkul4gAAzmHrbRUQEKBz585p7ty5mjt3rqRLf5/9/f2VnZ1txAG1FV3EAVQr28RcderU0Q8//KDk5GQdPHhQycnJ+uGHH4xuZJ48gVdOTo4kyWKxaODAgdq6davat2+vrVu3auDAgUZxaYvzNJUtnCmwAcB5srOzJUktWrTQypUrde+996p79+669957tXLlSl1zzTV2cUBtRQs2gGp19uxZSVJhYaHMZrOaN28uLy8vFRUVKT093ZhV1BbniYKCgiRJkZGRSk5OtvvUv/h+W5ynocAGANdnm6Rzz549uueee5Sfny9J+v777/X1118bjy+fzBOobfgNB1BjLBaLjh07piNHjujYsWOV6vbrCSIjIxUaGqoGDRpo5cqV6tu3r9q2bau+fftq5cqVatCggcLCwhQZGensVJ2ismumsrYqADhPly5djG1bMV3a4+JxQG1ECzaAanXu3DmHxtVGZrNZ48ePV2xsrO655x6jVT8lJUX33HOPLBaLZsyY4bEttAUFBQ6NAwA4XufOnWUymWS1WhUQEKA2bdrIarXKZDLp4MGDysrKkslkUufOnZ2dKlCtKLABVKvKtlLTmn1pojdbcW1z+WNPVNl7wL0CAOfZtWuXMWFpVlaWdu7cWSLGarVq165dHrtqCDwDBTaAarV7926HxtVGFotFU6dOlXSpm/N1112n5s2b69ixY9q/f7+sVqumTp2qtWvX1rpW7NOnTysjI8Nh59u3b1+FMUFBQQoODnbYNQEALMsJ2FBgA6hWFy5ccGhcbbRt2zaj9TU4OFj79u0zCsUmTZro1KlTKiws1LZt2xQVFeXMVB1u6dKlmj17tsPON3bs2ErFjBs3zmHXBABIRUVFxnavXr3Uq1cv+fj4KD8/X1u2bNGWLVtKxAG1EQU2gGpF996K/fvf/za227Vrp4cffth4U7J161adOnXKiKttBfaQIUPUp0+fcmOWLVumJUuWVHiuoUOHavDgwRXGeeps7ABQnWxzqfj4+GjmzJn6+eeflZGRobCwMA0aNEgDBw5Ufn6+R8+5As9AgQ2gWlFgV8y2RFmzZs108OBBbd682TgWGhqqpk2b6uTJk7VyKbPg4OAKu2s/++yzlSqwn332WXl7ezsoMwBAVZw+fVrSpRnD77rrLruJJ729vY3HtjigtmKZLgDV6vKlOq42rjaytaieOHFC4eHhSkhI0KpVq5SQkKDw8HCdPHnSLs7TeHt7a9SoUeXGjBo1iuIaAJzIz8/P2L548aLdseKPi8cBtVGVC+y//OUvWrJkCZ8+AaiUyo618uQxWX/4wx+MbVtLvm0m1uIt+8XjPM1TTz1VZpE9atQoPfXUUzWcEQCguDvuuEPSpck6TSaT3TEvLy9jny0OqK2q3EX8448/Niakad++vfr06aM+ffqob9++aty4scMTBODe6tSpU6n1ievU8dwRK3l5ecb2tm3btG3btgrjPNFTTz2lxx57TAkJCfrss880YsQIxcTE0HINj5Cenq7s7Owau97hw4ftvtYUf39/hYSE1Og14Ri213Gr1Wp8SGxTfClOT369h2eo8m/4Lbfcoh9//FHnz5/X3r17tW/fPn388ccymUxq3769+vbtaxTdgYGB1ZEzADdy+Yvs1cbVRgEBAZIuvekobSy6bb8tzpN5e3vrjjvu0GeffaY77riD4hoeIT09XSNHjVKBE4bSTJ8+vUav5+3jo/nz5lFku6HKLrnoyKUZAVdU5QJ76dKlunjxorZv365NmzZp48aN+v7773X+/Hn9+uuv2rt3rz766COZTCZdf/31RsHdu3dv3hwCHogCu2JNmjSRVPZEb7b9tjgAniU7O1sF+flqfusoeQc2dXY61aYg86SOrZun7OxsCmw3dObMGUmXPjTOzs62e103mUzy9/dXVlaWEQfUVlfUR6Nu3brq2bOnevbsqRdeeEGFhYUlCu7c3Fz9/PPP+uWXX5SQkCCTyaQbbrhBffv21cyZMx39fQBwgtOnT1f4SXRlu4LVqVPHWPu5PEFBQRXOOu1urr/+eofGAaidvAObql5wC2enAZTKttJFVlaW6tatazexWZ06dZSVlWUXB9RWDhkEUadOHfXo0UM9evTQhAkTVFhYqJ07d2rjxo3auHGjtm3bptzcXO3evVt79uyhwAZqiaVLlxpzMlytnJwcjR07tsK4sWPHaty4cQ65pqtYvHixsR0QEKC77rpLYWFhOn78uP773/8ab0oWL15c4WzaAAA4W4MGDfTYY4+pd+/e2rRpkz766CNlZmY6Oy2gRlTLLAN16tTRzTffrNatW6t169Zq3ry5Fi5c6PET9AC1zZAhQ9SnT59yYwoKCvTnP/+5wnP961//qtR42tq4VNV3330n6dKa0GazWZ999plxLCQkREFBQcrIyNB3331HgQ0AcEkNGjSQJPn4+MjHx0dvvPGGcSwkJMRYC9sWB9RWDi2wT548abRab9q0Sb/99pukS2MrTSaTOnbsqN69ezvykgCcKDg4uFLdtfv27asNGzaUe7xTp06OTM2t5ObmSpIaN26slJQUu2OnTp1SeHi4MjIyjDgAAFxNTk6OJCk/P1/h4eEaNWqUfHx8lJ+fr61btyo9Pd0uzpNZLBYlJycrIyNDQUFBioyMlNlsdnZacJCrKrBPnDhhFNQbN2403hharVaZzWbdeOONioqKMv4xyRngmeLi4jR58uRSi+y+ffsqLi7OCVm5jvDwcKWmpmr//v0KDAzU448/bnSr+/DDD40PK8PDw52cKQDA01RmvhVJdpOX/fjjj9q8ebPxuHgPtTNnzlQ450ptnG/FJikpSfHx8UpLSzP2hYaGavz48YqOjnZeYnCYKhfYX3zxhVFQp6amSrpUUHt7e6t79+7q3bu3oqKi1KNHD7qAADDExcXpwoULmjlzptatW6dbb71VU6ZMUb169ZydmtPdeeedWr16tSSpqKhIP/zwg3bv3q28vDwVFRXZxQEAUJOuZL6VgoKCMh8vX75cy5cvL/f5tXG+FelScR0bG6uoqChNmzbN+IA9MTFRsbGxmjFjBkV2LVDlAvuxxx6TyWRSvXr11KdPH6N1unv37vL19a2OHAHUEvXq1dPDDz+sdevW6eGHH6a4/l+HDx82trOzs7V27doy46KiomoqLQAAKjXfinTpA+Lnn39e586dU+fOndW8eXOtXLlSAwcO1LFjx7Rr1y41atRI77zzjry8vMo9V22cb8VisSg+Pl5RUVGKi4sz7kFERITR02/WrFnq27cv3cXd3BV3Eff391doaKjCwsLUokULimsAuELFu4k5Ig4AAEep7HwrkjR58mTFxsZq37592rVrlyRp5cqV8vHxkclk0qRJkzx2ycnk5GSlpaVp2rRpJT5g8PLy0pgxYxQTE6Pk5GR16dLFSVnCEcr/+KgUL730km655RZlZ2fr888/13PPPadu3bqpY8eOeuyxx/Sf//zHGC8IAKhYSEhImcdMJlOl4gAAcLbo6GjNmDFDgYGBdvsbN27s8d2fbePYy5pPpU2bNnZxcF9VbsGeOHGiJk6cqIsXL2rHjh3auHGjNmzYoB9++EFffPGFvvzyS0lSkyZNFBUVpT59+qh3797q0KGDw5MHgNqgsLDQ2LYtyWXTuHFj43HxOAAAXFF0dLT69u2r5cuX64033tCLL76oQYMGeXy3Z1u399TUVEVERJQ4fvDgQbs4uK8qt2Db1K1bVz169NALL7ygJUuW6PDhw/rmm28UGxurfv36KTc3V0uWLNFf/vIXRUVF6dprr9WYMWP04YcfOjJ/AHB7xWdavfyT6+KPi8cBAOCqzGaz0bjWoUMHjy+uJSkyMlKhoaFKTEy0m8BUujR+PTExUWFhYYqMjHRShnAUh62DXadOHXXv3l3du3fXhAkTZLFYjBbujRs3avPmzfrqq6+0fPlyPf744466LAAAAAA4TWWXMrv33nv1wQcf6Omnn9Yf/vAHNW/eXMeOHdOKFSuUnJysJ598UgcOHKjUNWvzUmbuzmEF9uXOnDmjo0ePGv/y8/Or61IA4NZat26t3bt3S5ICAgLUpUsX+fr6Ki8vTzt27FBWVpYRBwAAXEtVlzL76aef9NNPP5XYP2vWrEqfo7YuZVYbOKzAPnHihDZt2mS0WBf/9MVqtUqSGjZsqF69ejnqkgBQK/j5+RnbVqtV3bp1U1RUlDZv3qzt27eXGgcAAFxDZZcysykqKtKGDRs0Z84cPfLII+rbt2+FS5ddjrHaruuKC+z09HS7gjolJcU4dnlB3adPH/Xp00eRkZFV/uUBgNqu+N/P7OxsvfHGGxXGAQAA11CVpcxsvLy8NGfOHPXr10/t27evpszgDFUusJ977jlt3LhRqampxr7iBXXPnj2NgvrGG2+koAaACvj6+kqSfHx8Sh1OY9tviwMAAIBrqnKBPWfOHGO7QYMGJQpqZgkEgKqJjIzUhg0blJ+fLy8vLzVu3FhFRUXy8vLSmTNnjKKbmUUBAABcW5UL7Ntuu80oqG+66SYKagC4Svfcc4/i4+MlXRqXdfr06TLjAAAA4Lqq3H/7iy++0HPPPadu3bo5tbh+7733FBAQoICAAP3www8ljp89e1YvvfSSIiIi1LRpU3Xq1Ekvv/yycnJySj1fUVGREhISFBUVpZCQELVt21bjxo3ToUOHysxhzZo1+sMf/qAWLVrommuu0aBBg7R+/foy4w8cOKA//vGPCg8PV0hIiHr37q2PP/7Y6GIPwDN9/fXXDo0DAACAc7jlAOlffvlFr732Wpkz6ubm5uruu+/WBx98oOuuu05PPvmk2rVrp/fff1+DBw9WXl5eiec899xzmjRpkqxWq2JiYnTbbbfpq6++0q233lrqxEILFizQfffdp/3792vkyJEaMWKE9u7dq6FDh2rp0qUl4vfu3av+/ftrxYoVuv322xUTE6OioiK98MILevHFF6/+pgBwW4cPH3ZoHAAAAJyjyl3ET506ddUXbdKkyRU/9+LFi3riiSfUqVMnhYeH6/PPPy8R8/e//127d+/Wc889p2nTphn7p02bpvfee08ffPCBJkyYYOz/7rvvlJiYqKioKC1ZskTe3t6SpOHDh2v48OGaOHGiFi1aZMRnZWXpxRdfVFBQkNavX6/mzZtLulSk33LLLZowYYL69++vhg0bGs+ZMGGCzp49q4ULF2rAgAGSpClTpmjIkCH66KOPNHz4cHXv3v2K7wsA9/Xbb78Z20FBQcrIyCj1cfE4AAAAuJ4qt2Bfd911at++/RX/69Chw1Ul/NZbb2nv3r2Kj48vtYu61WrV//zP/6hBgwaaOHGi3bGJEyeqQYMGSkxMtNtvezxlyhSjuJakAQMGqE+fPlq7dq2OHDli7F+yZImys7P1+OOPG8W1JDVv3lyPPfaYMjIytHz5cmP/gQMHtHnzZvXt29coriXJ29tbU6ZMkWQ/eRwAz3L06FFj+7rrrlNCQoJWrVqlhIQEXXfddaXGAQAAwPVcURdxq9V6xf+KioquONmffvpJb7/9tiZNmlRmoZ6SkqK0tDT16NGjRBdyPz8/9ejRQ4cOHbJ7o7px40b5+fmpZ8+eJc532223SZI2bdpkFy9J/fv3v+r4Xr16yc/Pzy4egGcpPg/D3r17lZKSotzcXKWkpGjv3r2lxgEAAMD1VLmLuCSZTCa1b99eo0aN0h/+8AfVrVvX0XmVkJ+fb3QNf/bZZ8uMs42XDg8PL/V4eHi41qxZo5SUFLVo0UK5ublKT09Xx44dS20Rt52n+Dhs23bbtm1LxNv2lRZfWk5ms1mtWrXS3r17VVhYqDp1yv6RlDZ2vKbZlgvKz893iXxcEfeofNyfkpo3b24U0llZWXrjjTeMY15eXnZx3DN+hyrDne5RaWu/12ZX8jPhHrked/o/5izco/JxfyrmSvfI19e30rFVLrAnTpyozz77THv37tXUqVP13nvvafjw4Ro9erQ6depU1dNV2v/7f/9PKSkpSkpKKnf28rNnz0qS/P39Sz3eqFEjuzjbV9v+iuIreo5t3HVp8WXl1LBhQxUVFSknJ0cBAQGlxkjS8ePHZbFYyjxeE06cOGF8rVevnlNzcVXco/Jxf0rq2bOnUWB7eXnpuuuuk7+/v7Kzs7V//367uOLDVTwVv0MVc6d7ZMvVU1zJz4R75Hrc6f+Ys3CPysf9qZir3COz2Vxm421pqlxgv/TSS3rppZe0fv16zZ07V8uXL1dCQoI+/PBDRURE6KGHHtLw4cMVGBhY1VOX6fvvv9f777+vyZMnq2PHjg47r7sJCwtzdgq6cOGCJKlZs2a65pprnJyNa+IelY/7U1LxDyctFot+/fXXMuO4Z/wOVYY73SNbrp7iSn4m3CPX407/x5yFe1Q+7k/F3PUeXVEXcUnq16+f+vXrp3PnzunLL7/U3Llz9eOPP2ry5Ml6+eWXNXDgQI0aNUq33367XRfHqiosLNQTTzyhG264Qc8//3yF8bZW5ezs7FKPX976XFoLdXnxlz+ncePGdvHnzp0rM76snM6dOyeTyaQGDRqU9W1JqlrXhOri4+NjfHWFfFwR96h8nnR/Tp8+bTcjeFn8/f0VHBys3NzcUt9I16tXT35+fvL3969wqa6goCAFBwdfcc7uwJN+h66UO90jW66e4kp+Jtwj1+NO/8echXtUPu5Pxdz1Hl1xgW3TsGFD/fGPf9Qf//hH/fbbb/r000+1YMECLV26VMuWLVOzZs30/PPP6/HHH7+i8+fk5BhjmMta3ss2M/enn35qTH6Wmppaaqxtv22stJ+fn0JCQnT48GFZLJYS3c8vj7dt79y5UykpKSUK7NLGZ9u2S8vJYrHo8OHDatWqVbnjrwG4n6VLl2r27NlXfZ4LFy7owoULevTRRyuMHTt2rMaNG3fV1wQAAEDVObSia9eunaZPn66pU6fq22+/1aRJk3TkyBGtXLnyigtsHx8fPfzww6Ue27x5s1JSUjRw4EAFBwerZcuWatu2rUJDQ7Vt2zbl5ubazSSem5urbdu2qVWrVmrRooWxv3fv3vryyy+1detW9e7d2+4aa9askSRFRUXZxX/xxRdau3atbr755lLji5/Htr127doSrfBbtmxRbm6uhg4dWtlbAsBNDBkyRH369Kl0/Pbt27VgwQKdPn3a2BccHKwHH3xQXbt2rdQ5goKCqpwnAAAAHMPhTaaHDx/WvHnzNH/+fGMynuJrS1dVvXr19P7775d67IknnlBKSoomTJhgV+g+/PDDeuONN/Tmm29q2rRpxv4333xTOTk5mjBhgt15HnnkEX355ZeaOXOmlixZYuS7atUqbdy4Uf3791fLli2N+GHDhmnq1Kn68MMP9dBDDxlrYR87dkwfffSRgoKCNGjQICO+Xbt2ioqK0oYNG7Rq1Sqjxb2goEAzZ86UJI0ZM+aK7xEA1xQcHFyl7trt27fXgw8+qOXLl+uNN97Qiy++qEGDBpU7sSMAAABch0MK7AsXLmjJkiWaO3eutmzZoqKiInl5eem2227TqFGjdPfddzviMpX27LPPasWKFXrvvfe0a9cuRUZGKjk5WWvXrlWXLl30xBNP2MXfcsstGjNmjBITE9WvXz/dcccdSk9P1+LFixUYGGi3ZI4kBQQE6M0331RMTIz69eunYcOGSZIWL16sM2fO6JNPPjFmE7d5++23deedd2r06NEaNmyYQkJC9O233+rXX3/VY489ph49elTvTQHgFsxmszHUpUOHDhTXAAAAbuSqCuwtW7Zo3rx5Wrp0qXJycmS1WtW2bVuNGjVKI0aMcNqs135+fvr6668VFxenr776Shs2bFCzZs00fvx4TZo0qdRp3t977z117NhRc+bM0b/+9S/5+flp0KBBevnll9WmTZsS8Q8++KCCgoL09ttva968eTKZTIqMjNTEiRMVHR1dIv7666/XmjVrNGPGDH377bc6f/682rZtq7feeovxkgAAAABQC1S5wD5+/Ljmz5+vefPm6eDBg7JarWrYsKEeeughjR49ukZbYv/5z3/qn//8Z6nH/P399dprr+m1116r1Lm8vLz05z//WX/+858rff3bb79dt99+e6Xj27Vrpzlz5lQ6HgAAAADgPqpcYHfq1ElWq1WS1KdPH40ePVpDhgxxq6nTAQAAAABwtCoX2EVFRTKZTGrXrp18fHz0xRdf6Isvvqj0800mkz7//POqXhYAAAAAAJd2RWOwrVar9u/fr/3791f5uSaT6UouCQAAAACAS6tygT1p0qTqyAMAAAAAALdW5QJ78uTJ1ZEHAAAAAABuzcvZCcydO1evv/66s9MAAAAAAOCqXNU62I7w6aefatu2bXQ9BwDUWunp6crOzq6x6x0+fNjua03x9/dXSEhIjV4TAABX4vQCGwCA2iw9PV2jRo1Wfn5ejV97+vTpNXo9Hx9fzZs3lyIbAOCxKLABAKhG2dnZys/PU9SDf5Z/0zBnp1Ntsk8e1+YF/1J2djYFNgDAY1FgAwBQA/ybhqlx89bOTgMAAFQjp09yBgAAAABAbUCBDQAAAACAA1BgAwAAAADgABTYAAAAAAA4AAU2AAAAAAAOQIENAAAAAIADUGADAAAAAOAATl8He8CAAWrTpo2z03Bb6enpys7OrrHrHT582O5rTfH391dISEiNXhMAAAAAqqJGC+xTp04pLy9P11xzjbFvwoQJNZlCrZKenq7Ro0crLy+vxq89ffr0Gr2er6+v5s6dS5ENAAAAwGVVucCOjIxU165dNXv27BLHXnrpJbVu3VqPP/54qc8dM2aMvv/+e2VkZFQ9U5SQnZ2tvLw8vTT1VbVqXXt7ARw+dFD/b/rLys7OpsAGAAAA4LKqXGD//vvvCgsLK/XYP//5T/Xs2bPMAluSrFZrVS+JCrRq3UbXtb/e2WkAAHDFcjPSnZ1Ctart3x8A4BKnj8EGAAD4ZXnJnnEAALgbCmwAAOB0HQeNlV9Q7R0GlJuRzocIAOABKLABAIDT+QWFqGFIS2enAQDAVWEdbAAAAAAAHIACGwAAAAAAB6DABgAAAADAAa5oDPbp06c1f/78Kh87derUlVwOAAAAAACXd0UFdkpKip566qkS+00mU5nHpEtrYJtMpiu5JAAAAAAALq3KBXaLFi0okgEAAAAAuEyVC+zdu3dXRx4AAAAAALg1JjkDAAAAAMABKLABAAAAAHCAK5rkDHAn6enpys7OrrHrHT582O5rTfH391dISEiNXhMAAADA/6lygf3CCy9c1QVNJpPeeuutqzoHUFnp6ekaPXq08vLyavza06dPr9Hr+fr6au7cuRTZAAAAgJNUucCePXu2MYu41Wo19ldmZnHbMl0U2Kgp2dnZysvL0/N/naZrWrZ2djrV5sjvh/Tua9OUnZ1NgQ0AAAA4yRV3EW/fvr1uuukmR+YCVJtrWrZW23btnZ0GAAAAgFqsygV2/fr1df78ee3bt08mk0mjRo3SiBEjFBwcXB35AQAAAADgFqpcYO/fv1+LFi3SvHnztHXrVv3tb3/TK6+8ogEDBmj06NG68847ZTabqyNXAAAAj5WfedLZKVSr2v79AfAMVS6w/fz89PDDD+vhhx9Wamqq5s6dq88++0wrVqzQypUrFRwcrAcffFCjRo3S9ddfXx05AwAAeJzj6+Y5OwUAQAWuapmu8PBwvfzyy4qNjdXatWs1d+5crVixQvHx8Zo1a5ZuvPFGPfTQQ7r33nsVEBDgoJQBAAA8T9ito+QT2NTZaVSb/MyTfIgAwO05ZB1sk8mk2267TbfddpuysrL0xRdfaN68edq5c6d++uknff311/ryyy8dcSkAAACP5BPYVPWCWzg7DQAeKj09XdnZ2TV2vcOHD9t9rSn+/v5XtSqPQwrs4gICAjRy5Ej5+PgoIyNDv//+u4qKihx9GQAAAABADUhPT9fIkaNUUJBf49eePn16jV7P29tH8+fPu+Ii26EF9saNGzVv3jwtW7ZM58+fl9Vq1XXXXacHHnjAkZcBAAAAANSQ7OxsFRTk61zATbLUaeDsdKqNuTBHDbN2Kjs723kF9pEjRzR//nzNnz9fhw8fltVqVcOGDfXII49o9OjR6tat29VeAgAAAADgZJY6DWTxDnB2Gi7tigrsvLw8LVu2THPnztXGjRtVVFQkLy8v9evXT6NGjdI999wjX19fR+cKAAAAAIDLqnKB/eyzz2rJkiU6d+6crFarWrdurVGjRmnkyJFq0YKJNwAAAAAAnqnKBXZiYqJMJpPat2+vkSNHKioqSiaTSSdOnNCJEycqdY6uXbtWOVEAAACgNMxuDMBVXPEY7H379mnatGlVfp7JZFJGRsaVXhYAAAAwpKena+SoUSrI94DZjX18NH/elc9uDKD6XVGBbbVar/iCV/NcAAAAoLjs7GwV5OerUbd7ZW4Y7Ox0qo3l3Gmd/XHRVc1uDKD6VbnAzszMrI48AAAAgCtmbhisuoFhzk4DgIfzcnYCAAAAAADUBhTYAAAAAAA4AAU2AAAAAAAOUOUx2K+//vpVXdDHx0f+/v5q3769evToIbPZfFXnAwAAAADAFVS5wI6Li5PJZHLIxZs0aaIZM2Zo+PDhDjkfAAAAAADOUuUCOyoq6qoKbIvFouzsbKWmpurkyZP685//rKCgIPXv3/+KzwkAAAAAgLNVucD++uuvHXLhCxcuaMqUKfrkk080a9YsCmwAAAAAgFurcoFdXHZ2tg4ePChJatOmjfz9/Sv93Hr16unNN9/UokWLtGPHjqtJw+P9fuigs1OoVrX9+wMAAABQO1xRgX3ixAlNmDBB33zzjYqKiiRJXl5euuuuu/T222+rWbNmlTqP2WxW27Zt9dNPP11JGvhfM6e/7OwUAAAAAMDjVbnAPn/+vO6++26lpqbKarUa+y0Wi1asWKH9+/dr/fr1qlevXqXO9+677+rs2bNVTQPFTJn6qlq2buPsNKrN74cO8iECAAAAAJdX5QL73//+t1JSUuTn56eJEyeqX79+slqtWr9+vd566y0dOHBA//73v/X0009X6nydO3euctKw17J1G13X/npnpwEAAAAAHu2KJjkzmUz65z//qXvuucfYf9NNN6lNmzb64x//qK+//rrSBTYAAAAAALWBV1WfsH//fgUFBdkV1zZDhgxRUFCQ9u3b55DkAAAAAABwF1UusM+ePavWrVuXebx169Y6d+7c1eQEAAAAAIDbqXKBXVRUpDp1yu5ZXrduXWNmcQAAAAAAPEWVC2wAAAAAAFDSFa2DffToUb3++uulHjty5IgklXlckiZNmnQllwUAAAAAwGVdUYF97NixMgto29rYFNgAAAAAAE9S5QI7KipKJpOpOnIBAAAAAMBtXdE62AAAAAAAwN4VdREH3M3R3w85O4VqVdu/PwAAAMAdUGDDI7zz2jRnpwAAAACglqPAhkeY8NdpatGytbPTqDZHfz90xR8ipKenKzs727EJlePw4cN2X2uKv7+/QkJCavSaAAAA8CwU2PAILVq2Vtt27Z2dhstJT0/X6NGjlZeXV+PXnj59eo1ez9fXV3PnzqXIBgAAQLWhwAY8WHZ2tvLy8vTnCVPU/JpWzk6n2hw7clj/ememsrOzKbDhNNknjzs7hWpV278/AAAqgwIbgJpf00qt217n7DSAWm3zgn85OwUAAFDNKLABAKgBUQ/+Wf5Nw5ydRrXJPnmcDxEAAB6PAhsAgBrg3zRMjZu3dnYaAACgGnk5OwEAAAAAAGoDWrABAAAAABUyF+Y4O4Vq5YjvjwIbAAAAAFChhlk7nZ2Cy6PABgAAAABU6FzATbLUaeDsNKqNuTDnqj9EoMAGAAAAAFTIUqeBLN4Bzk7DpTHJGQAAAAAADkCBDQAAAACAA9BFHAAAAIBHS09PV3Z2do1d7/Dhw3Zfa4q/v79CQkJq9JqehgIbAAAAgMdKT0/XyJGjVFCQX+PXnj59eo1ez9vbR/Pnz6PIrkYU2AAAAAA8VnZ2tgoK8pXXIlpW3wBnp1NtTHlZ0tEkZWdnU2BXIwpsAAAAAB7P6hugonrBzk6j2jD5Vs3gPgMAAAAA4AAU2AAAAAAAOAAFNgAAAAAADsAYbADAVWFpEwAAgEsosAEAVyw9PV2jRo1Wfn5ejV+7ppc28fHx1bx5cymyAQBAmSiwAQBXLDs7W/n5ebpn3DMKCmnh7HSqTUb6UX318T9Y2gQAAJSLAhsAcNWCQloopFW4s9MAAABwKiY5AwAAAADAAWjBBgAATpebkebsFKpVbf/+4PqYkBKoGRTYAADAafz9/eXj46Nfln/i7FSqnY+Pj/z9/Z2dBjxQenq6Ro4cpYKC/Bq/dk1PSOnt7aP58+dRZMNpKLABAIDThISEaN68eTXesjZ9+nRNnTpVrVq1qrHr0rJWvQrPnXZ2CtXqar6/7OxsFRTky3z9H2SqH+TArFyL9XyGCn5dwYSUcCoKbAAA4FQhISFOeTPcqlUrtW/fvsavi+px7sdFzk7B5ZnqB8nUsJmz0wBqNQpsAAAAuL2G3e5VnYbBzk6j2hSeO82HCIAboMCuBQ4fOujsFKpVbf/+AADA1avTMFh1A8OcnQYAD0eB7cb8/f3l6+ur/zf9ZWenUu18fX2ZGAZOw8yrAAAAqAwKbDcWEhKiuXPnMjEMUI3S09M1avRo5efl1fi1a3rmVR9fX82bO5f/awAAAFeIAtvNMTEMHOH4kZptKa1pV/P9ZWdnKz8vTw89NVHNmrd0YFau5cSx3/XprDeZeRUAAOAqUGAD0D/fmensFFxes+YtdU2ba52dBgAAAFwYBTYAPTFhisKuqbku/zXt+JHDfIgAAACAakeBDUBh17RS67bXOTsNAAAAwK25fIGdl5enV155RTt37tTBgweVmZkpf39/tWnTRg8//LAefPBB1a1b1+45Z8+eVVxcnJYtW6aTJ0+qWbNmGjp0qCZNmqQGDRqUuEZRUZE++ugjzZkzR6mpqfLz81N0dLRefvlltW7dutS81qxZo7ffflu7du2SyWRSZGSkJk6cqH79+pUaf+DAAc2YMUPfffedzp8/r7Zt22rs2LEaO3asTCbTVd8nlO/I74ecnUK1qu3fHwBAKsg86ewUqlVt//4AeAaXL7Bzc3M1e/ZsdenSRXfccYeCg4OVlZWlVatWafz48Vq0aJG++OILeXl5GfF33323du/erf79++v+++/Xrl279P7772vTpk1asWKFfH197a7x3HPPKTExUddff71iYmKUlpamJUuWaO3atVq9erXatm1rF79gwQLFxMQoODhYI0eOlCQtXrxYQ4cO1X/+8x8NGTLELn7v3r264447lJeXp6FDhyo0NFTffvutXnjhBe3du1dvvvlmNd5Bz2Zbyuzd16Y5O5Vqx1JmAFA7+fv7y9vHR8fWzXN2KtXO28eH1zIAbs3lC+zAwED9/vvv8vb2tttfWFiooUOHau3atVq1apXuvPNOSdLf//537d69W88995ymTZtmxE+bNk3vvfeePvjgA02YMMHY/9133ykxMVFRUVFasmSJcZ3hw4dr+PDhmjhxohYtWmTEZ2Vl6cUXX1RQUJDWr1+v5s2bS7pUpN9yyy2aMGGC+vfvr4YNGxrPmTBhgs6ePauFCxdqwIABkqQpU6ZoyJAh+uijjzR8+HB1797dsTcOkljKDADg/kJCQjR/3jxeywDADbh8ge3l5VWiuJakOnXqaNCgQdq4caNSU1MlSVarVf/zP/+jBg0aaOLEiXbxEydO1L///W8lJibaFdiJiYmSLhW8xa8zYMAA9enTR2vXrtWRI0d0zTXXSJKWLFmi7Oxs/fWvfzWKa0lq3ry5HnvsMcXFxWn58uVGy/aBAwe0efNm9e3b1yiuJcnb21tTpkzRoEGDNGfOHArsasRSZgAAd8drGQC4B5cvsMtSVFSkNWvWSJI6duwoSUpJSVFaWppuu+02+fn52cX7+fmpR48eWrNmjY4ePaoWLVpIkjZu3Cg/Pz/17NmzxDVuu+02bdy4UZs2bdKIESOMeEnq379/qfFxcXHatGmTUWCXF9+rVy/5+flp06ZNlfqe8/LyKhVXnfLz842vrpCPK3Kne2TL1VNcyc+Ee1RxvCfhd6hi7vS3zx1ydRZ3ukf8H6vcczwJr2Xl43eoYpffo8uHGJfHbQrsgoICvf3227JarcrMzNT69eu1f/9+jR492phYLCUlRZIUHh5e6jnCw8O1Zs0apaSkqEWLFsrNzVV6ero6duwos9lcanzx8xbfvnxcdvF9pcWXlpPZbFarVq20d+9eFRYWqk6d8n8cx48fl8ViKTemup04ccL4Wq9ePafm4qrc6R7ZcvUUV/Iz4R5VHO9J+B2qmDv97XOHXJ3Fne4R/8cq9xxPwmtZ+fgdqljxe2Q2m8usL0vjVgX266+/bjw2mUx6+umnNXXqVGPf2bNnJanMyTEaNWpkF2f7attfUXxFz7GNuy4tvqycGjZsqKKiIuXk5CggIKDUGJuwsLByj9eECxcuSJKaNWtmdJuHPXe6R7ZcPcWV/Ey4R+Xj/lSMe+R63OnvtLO40z3i/1jFuEfl4/5UjHtUeW5TYDdo0EBZWVkqKipSWlqa/vvf/+qVV17RDz/8oM8//7zMIrk2qUrXhOri4+NjfHWFfFyRO90jW66e4kp+JtyjiuM9Cb9DFXOnv33ukKuzuNM94v9Y5Z7jSXgtKx+/QxW7mr99blNg23h5eal58+YaN26cgoKC9Mc//lFvv/22pk+fbhTZZc2yeXnrc2kt1OXFX/6cxo0b28WfO3euzPiycjp37pxMJlOp63MDAAAAqBmmvCx5OTuJamTKy3J2Ch7B7Qrs4m699VZJ/zeRmG0MtG1W8cvZ9tvi/Pz8FBISosOHD8tisZQYh315vG17586dSklJKVFglzY+u7ycLBaLDh8+rFatWlU4/hoAAABA9fE9muTsFFALuHVVl56eLkmqW7eupEvFbGhoqLZt26bc3Fy7mcRzc3O1bds2tWrVyphBXJJ69+6tL7/8Ulu3blXv3r3tzm+bpTwqKsou/osvvtDatWt18803lxpf/Dy27bVr1+r555+3i9+yZYtyc3M1dOjQK/r+AQAAADhGXotoWX0DnJ1GtTHlZfEhQg1w+V4Qe/fu1fnz50vsP3/+vKZMmSJJxvrSJpNJDz/8sHJycvTmm2/axb/55pvKycnRI488Yrff9njmzJkqKCgw9q9atUobN25U//791bJlS2P/sGHD1KhRI3344Yc6duyYsf/YsWP66KOPFBQUpEGDBhn727Vrp6io/9/evcfXdOZ7HP8mSGgSOyRkaxBxv4WKKRF1KSolxr0tdeu4VF1Oi07KoQbzonE9zCDKHIqp26gqqYyKOG5xOzpDtKqKNo0qPZKJNFESkvNHz96naSISVrJ2sj/v18srrPWstX77sZPs71rPs1aojhw5otjYWPvyzMxMzZs3T5I0fPjwonUKAAAAAEPlVPRWdiXfMvunLJ88cCQOfwV7586dioqKUkhIiGrXri0vLy9du3ZN+/fvV0pKitq1a6fx48fb27/xxhuKiYnRsmXLlJCQoJYtW+rs2bM6cOCAgoODNW7cuFz779ixo4YPH66NGzeqU6dO6t69u65fv66dO3eqSpUqWrhwYa723t7eWrRokcaOHatOnTqpX79+9jpTUlL03nvv2e8mbrNkyRKFhYVpyJAh6tevn6xWq/bt26cvvvhCY8aMUdu2bYup9wAAAADAGOXupZtdQrEy4vU5fMB+/vnndf36dZ06dUqnTp1SRkaGKleurGbNmmnAgAEaOnRorvnLHh4e2rNnj+bPn6/o6GgdOXJEfn5+mjhxoqZOnZrvM9+WLVumpk2basOGDXr33Xfl4eGhXr16aebMmQoMDMzT/qWXXpKPj4+WLFmizZs3y8XFRS1btlRERIQ6d+6cp32TJk0UFxenuXPnat++fbp9+7bq1aunxYsXa9SoUYb2FwAAAAAYyWKxyM3NXV6p/zS7lGLn5ub+wEcsF4bDB+xWrVqpVatWRdrGYrEoMjJSkZGRhWrv6uqq1157Ta+99lqhj9GtWzd169at0O0bNGigDRs2FLo9AAAAADgCq9WqLVs2P/DJSMUhMTFRc+bM0axZsxQQEFBix7VYLLJarY+8vcMHbAAAAACAuaxW62MFz0cVEBCgRo0alfhxH5XD3+QMAAAAAIDSgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAXhMFwDgsSV/f9XsEopVWX99AADAGARsAMBji173Z7NLAAA8RM7tZLNLKFZl/fWhdCBgAwAe229Hvi6fGjXNLqPYJH9/lZMIAEq9+1/EmF0CUOYRsAEAj82nRk1ZA+qaXQYAoADlmvSUyxM+ZpdRbHJuJ3MSAaYjYANAIdz4LsnsEopVWX99AADJ5QkfuXj5mV0GUKYRsAGgEN5fudDsEgAAAODgCNgAUAhDJ7wlP/9aZpdRbG58l8RJhGJ264drZpdQrMr66wMAoDAI2ABQCH7+tVQrsL7ZZaAUslgscnevqGPb3jW7lGLn7l5RFovF7DIAADANARsAgGJktVq1efMm3bp1q8SOmZiYqDlz5mjWrFkKCAgoseNaLBZZrdYSOx4AAI6GgA0AQDGzWq2mBM+AgAA1atSoxI8LAICzcjW7AAAAAAAAygICNgAAAAAABmCIOAB9l5RodgnFqqy/PgAAADgGAjbgxCwWiypWrKh3/2Oe2aUUu4oVubsxAAAAihcBG3BiVqtVmzZxd2MAAADACARswMlxd2MAAADAGNzkDAAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADBAebMLAAAAAB7X/R9vml1CsSrrrw8oKwjYAAAAKLUsFovc3N2VdvpDs0spdm7u7rJYLGaXAaAABGwAAACUWlarVVs2b9atW7dK7JiJiYmaM2eOZs2apYCAgBI7rsVikdVqLbHjASg6AjYAAABKNavVakrwDAgIUKNGjUr8uCgeLndSy/QNqlzupJpdglMgYAMAAABwWhaLRW5u7tLVg2aXUuzc3JhmUNwI2AAAAACcltVq1ZYtTDOAMQjYAAAAAJwa0wxglLI8zQAAAAAAgBJDwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwAAEbAAAAAAADEDABgAAAADAAARsAAAAAAAMQMAGAAAAAMAABGwAAAAAAAxAwAYAAAAAwADlzS4AAEqDG999a3YJxaqsvz4AAICSQMAGgAJYLBa5V6yo91cuMruUYudesaIsFovZZQAAAJRaBGwAKIDVatXmTZt069atEjtmYmKi5syZo1mzZikgIKDEjmuxWGS1WkvseAAAAGUNARsAHsJqtZoSPAMCAtSoUaMSPy4AoGzKuZ1sdgnFqqy/PpQOBGwAwGNLvn7V7BKKVVl/fQDKNovFIjc3d2V+EWN2KcXOzc2d6U4wFQEbAPDILBaL3N0rKnrtn80updi5uzNHHUDpZLVatWXLZqY7ASWAgA0AeGRWq1WbNzNHHQAcHdOdgJJBwAYAPBY+tAEAAPzM1ewCAAAAAAAoCwjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAcqbXQDMc/PmTSUnJxdpm8TExFxfi8rHx0e+vr6PtC0AAAAAODICthPbtWuX1q1b90jbzpkz55G2GzlypEaNGvVI25a0RzkBIT3eSQhOQAAAAAClFwHbifXp00fPPPNMiR7Tx8enRI/3OB7nBIT0aCchStMJCAAAAAC5EbCdmK+vL1dLC1DUExCffvqptm3bpps3b9qX+fr66qWXXlLr1q0LtY/SdAICABwB050AAI6EgA08QFFOQBw8eFBRUVEKDQ3VvHnzVLduXV25ckUbN25UVFSU5s6dq86dOxdvwQDghJjuBABwJARs4DHdv39fK1assIfrc+fOKT4+Xj4+Ppo3b55mzJihlStXqkOHDipXrpzZ5QJAmcJ0p4JxPxEAKFkEbOAxnT17Vt9//7169+6tQYMG6fr16/Z1VqtVffr0UXx8vM6ePavg4GATKwWAsofpTgXjfiIAULII2MBjsl0ZWL16tdzd3XOt+9e//qXVq1fnagcAQEnhCj8AlCwCNvCYqlSpYv9769atNWLECPsc7A0bNujYsWN52gEAUBK4wg8AJcvV7AKA0i47O1uS5OXlpcjISDVv3lxPPPGEmjdvrsjISHl5eeVqBwAAAKBscviAfe3aNUVFRalfv35q3ry5qlWrpoYNG2rYsGE6ffp0vtukpaVp+vTpat68uapXr66goCDNnDlT6enp+bbPzs7W6tWrFRoaKqvVqnr16mnUqFH65ptvHlhXXFycevbsqZo1a6pWrVrq1auXDh069MD2ly5d0iuvvKK6devKarWqffv2Wrt2rXJycorUH3A8Z86ckST9+OOPmj59uj777DNlZGTos88+0/Tp0/Xjjz/magcAAACgbHL4gL1mzRpNnz5d33zzjZ599llNnDhRISEhiomJUffu3fXhhx/map+RkaHw8HBFRUWpYcOGGj9+vBo0aKDly5erd+/eunPnTp5jTJo0SVOnTlVOTo7Gjh2rrl27Kjo6Ws8++6wuX76cp/22bds0YMAAXbx4UYMHD9agQYN04cIF9e3bV7t27crT/sKFC+rSpYtiYmLUrVs3jR07VtnZ2XrzzTf11ltvGddZMNXIkSN15coVjR07Vt27d9fYsWP19ddf63e/+53ZpQEAAAAoAQ4/Bzs4OFgff/xxnht0HDt2TH369NGUKVMUHh5uv7nUn/70J507d06TJk3S7Nmz7e1nz56tZcuWKSoqSlOmTLEvP3z4sDZu3KjQ0FB99NFHcnNzkyS98MILeuGFFxQREZErxKempuqtt96Sj4+PDh06JH9/f0k/h/SOHTtqypQp6tKli31YsCRNmTJFaWlp2r59u5577jlJ0owZM9SnTx/95S9/0QsvvKA2bdoY23EoMcHBwdqwYYNOnz6tLVu26Ny5c0pOTpaPj4+CgoL0+uuv29sBAAAAKLsc/gp279698737ZWhoqDp06KDU1FSdP39ekpSTk6O//vWv8vT0VERERK72ERER8vT01MaNG3Mtt/17xowZ9nAtSc8995yeeeYZHThwQElJSfblH330kW7duqVXX33VHq4lyd/fX2PGjFFycrI+/vhj+/JLly7p2LFj6tChgz1cS5Kbm5tmzJghSdqwYUOR+wWOo1WrVvL29lZCQoL9fRQaGmr/P05ISFCVKlXUqlUrs0sFAAAAUIwc/gp2QSpUqCBJKleunCTp8uXL+v7779W1a1d5eHjkauvh4aG2bdsqLi5OV69eVc2aNSVJR48elYeHh0JCQvLsv2vXrjp69Kji4+M1aNAge3tJ6tKlS77t58+fr/j4eA0ePPih7du1aycPDw/Fx8cX6vXmN7wdjsE2YuL06dO5/j9tIyveeOMNZWVlKSsry6wSHcbdu3ftX3lP548+Khj983D0EVC8+B57OGfqo+Tk5CI/jvXbb7+VJH311Vf2vioKHx+fMv9IPEd6D1WsWLHQbUttwE5KStLBgwdltVrVrFkzSbLPl65bt26+29StW1dxcXG6fPmyatasqYyMDF2/fl1Nmza1h/Rft//lfn/593r16uVpb1uWX/v8aipXrpwCAgJ04cIF3bt3T+XLF/zfce3aNd2/f7/ANjBHnTp1NHHiRG3ZsiXXD0kvLy+NGTNGderUyTUSwpnduHHD/rVSpUomV+OY6KOC0T8PRx8BxYvvsYdzpj7auXNnvvdhKozIyMhH2q5Pnz7q16/fI21bWjjKe6hcuXIPzJf5KZUBOysrS2PHjtXdu3c1e/ZsezhOS0uTJFkslny3q1y5cq52tq+25Q9r/7BtbPOu82v/oJq8vLyUnZ2t9PR0eXt759vG5sknnyxwPcxVq1Yt9e7dW+fOnVNKSoqqVq2qoKCgfE/eOLOffvpJkuTn56datWqZXI1joo8KRv88HH0EFC++xx7OmfpoyJAhev7550v0mM5wBbu0vodKXcDOzs7W+PHjdezYMY0YMcI+dNsZFGVoAsyT33QD/D/bsHl3d3fe0w9AHxWM/nk4+ggoXnyPPZwz9ZG/v3+uezPBGKX1PVSqAnZ2drYmTJig7du368UXX9TSpUtzrbddVb5161a+2//66nN+V6gLav/rbapWrZqrve15x/m1f1BNP/74o1xcXOTp6ZnvegCA87p582aR5/VJUmJiYq6vReHj4yNfX98ibwcAAEpRwLZdud66dasGDhyoVatWydU1903QbXOgr1y5ku8+bMtt7Tw8PGS1WpWYmKj79+/nGcr76/a2v//zn//U5cuX8wTs/OZnF1TT/fv3lZiYqICAgIfOvwYAOJ9du3Zp3bp1j7z9nDlzirzNyJEjNWrUqEc+JgAAzqxUpLpfhuv+/ftr9erV+c5rrVevnmrUqKGTJ08qIyMj153EMzIydPLkSQUEBNjvIC5J7du3144dO3TixAm1b98+1/7i4uIk/fxIsF+2/+CDD3TgwAE9/fTT+bb/5X5sfz9w4IAmT56cq/3x48eVkZGhvn37FqU7AABOok+fPvk+qrI4lfU5fcCvPcpIkccZJSIxUgTOxdlGYzl8wLYNC9+6dav69u2rNWvWPPCmUS4uLho2bJgWLlyoRYsWafbs2fZ1ixYtUnp6uqZMmZJrmxEjRmjHjh2aN2+ePvroI/uzsGNjY3X06FF16dJFtWvXtrfv16+fZs2apTVr1mjo0KH2+Rbfffed/vKXv8jHx0e9evWyt2/QoIFCQ0N15MgRxcbG2p+FnZmZqXnz5kmShg8f/vgdBQAoc3x9ffkQDhSzxxkp8iijRCRGisC5ONtoLIcP2AsWLNCWLVvk6emp+vXra9GiRXnahIeHq0WLFpJ+ft5wTEyMli1bpoSEBLVs2VJnz57VgQMHFBwcrHHjxuXatmPHjho+fLg2btyoTp06qXv37rp+/bp27typKlWqaOHChbnae3t7a9GiRRo7dqw6depkvz3+zp07lZKSovfee89+N3GbJUuWKCwsTEOGDFG/fv1ktVq1b98+ffHFFxozZozatm1rZJcBQKnBlSMAZmOkCFC8nO17zOEDtu0h7Onp6Vq8eHG+bWrXrm0P2B4eHtqzZ4/mz5+v6OhoHTlyRH5+fpo4caKmTp2a7zPUli1bpqZNm2rDhg1699135eHhoV69emnmzJkKDAzM0/6ll16Sj4+PlixZos2bN8vFxUUtW7ZURESEOnfunKd9kyZNFBcXp7lz52rfvn26ffu26tWrp8WLF3P2EoBT48oRALMxUgQoXs72PeaSmpqaY3YRAEqnR736OGfOHM2aNUsBAQFFPmZpuvr4OHOOHrWPSlP/SI/eR4+jtPURAJRGX375pUaOHKl169apUaNGZpcDlBiHv4INwHFx9bFgzjbn6FE421ltAABQthGwATwyZ5tTU1T0DwAAgHMhYAN4ZFx9LBj9AwAA4FxczS4AAAAAAICygIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAcqbXQAAAAAAx3Tz5k0lJycXebvExMRcX4vCx8dHvr6+Rd4OcAQuqampOWYXAQAAAMDxrF27VuvWrSvRY44cOVKjRo0q0WMCRiFgAwAAAMjXo17BfhxcwUZpRsAGAAAAAMAA3OQMAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsPFQ27Zt06RJk9S5c2dVr15d3t7e2rRpk9llOYxr164pKipK/fr1U/PmzVWtWjU1bNhQw4YN0+nTp80uz3R37tzR9OnT1aNHDzVu3Fh+fn5q2LChwsLC9P777ysrK8vsEh3SsmXL5O3tLW9vb/33f/+32eWYLigoyN4fv/4THh5udnkOJTo6Wn379lVgYKD8/PzUokULjRo1SlevXjW7NFNt2rTpge8h25/evXubXaapcnJytHv3bvXq1UuNGjVSjRo19Jvf/EaTJk3SN998Y3Z5psvOztaaNWvUsWNH1ahRQ7Vq1VKPHj0UExNjdmklqqifC9PS0jR9+nQ1b95c1atXV1BQkGbOnKn09PQSrLpkFaWPEhIS9Mc//lH9+/dXvXr1nOL3WmH7JysrS7t27dJrr72mNm3ayN/fXzVr1lTXrl21du1a3b9/34TqH6682QXA8c2dO1dJSUny8fGRn5+fkpKSzC7JoaxZs0bLli1TYGCgnn32Wfn6+ury5cvas2eP9uzZo//8z/9U//79zS7TNBkZGVq3bp2Cg4PVvXt3+fr6KjU1VbGxsZo4caI+/PBDffDBB3J15Xyfzfnz5xUZGSkPDw9lZGSYXY7DqFy5ssaNG5dnee3atU2oxvHk5ORo8uTJWr9+vQIDAzVgwAB5enrq+++/V3x8vJKSklSzZk2zyzRNUFCQpk6dmu+63bt364svvlDXrl1LuCrH8vbbb2vlypWyWq0KDw+Xl5eXPvvsM23YsEE7duzQJ598oqZNm5pdpilycnL0yiuvaPfu3QoMDNTQoUOVmZmpmJgYvfzyy1q4cKFeffVVs8ssEUX5XJiRkaHw8HCdO3dOXbp00cCBA5WQkKDly5crPj5eMTExqlixYglWXzKK0kd79uzRf/zHf8jNzU3169dXcnJyCVZqjsL2z9dff60RI0bI09NTHTt2VI8ePZSWlqa9e/fqzTff1L59+7R161a5uLiU8CsomEtqamqO2UXAsR08eFB169ZV7dq1tXTpUs2ZM0crV67UkCFDzC7NIezevVtVq1bVM888k2v5sWPH1KdPH3l4eOjLL7+Uu7u7SRWaKzs7W/fu3ZObm1uu5ffu3VPfvn119OhRbdu2TWFhYSZV6FiysrLUrVs3VahQQXXr1tXf/vY3xcbG6umnnza7NFMFBQVJks6dO2dyJY5r1apV+vd//3eNHj1aCxYsULly5XKtv3fvnsqX57z6r2VmZqpx48ZKS0vT+fPnVb16dbNLMsWNGzfUpEkT+fv76+jRo7JYLPZ1K1eu1IwZMzRkyBCtXLnSxCrNs2vXLo0YMUIhISHauXOnKlWqJElKTk5W586d9cMPP+jUqVMKCAgwudLiV5TPhe+8844WLlyoSZMmafbs2fbls2fP1rJly/SHP/xBU6ZMKcHqS0ZR+uiLL77Q3bt31axZM6WkpKhRo0Zq37699uzZY0LlJaOw/XPt2jXFxMRo8ODB8vDwsC/PyMhQr1699M9//lPr169X3759S/gVFIxLRniozp07c4WoAL17984TriUpNDRUHTp0UGpqqs6fP29CZY7B1dU1T7iWpPLly6tXr16SpCtXrpR0WQ5r8eLFunDhglasWJEnIAEP8tNPP2nBggWqU6eO5s+fn+97h3Cdvz179iglJUVhYWFOG64l6dtvv1V2drZCQkJyhWtJev755yVJN2/eNKM0h2ALO1OmTLGHa0ny8fHR+PHjdffuXaeZPlfYz4U5OTn661//Kk9PT0VERORaFxERIU9PT23cuLG4yjRVUT47N2nSRE899ZQqVKhQzFU5jsL2z5NPPqnRo0fnCteS5OHhoQkTJkiS4uPji6XGx8FvW6AY2X5YEpTyys7OVlxcnCQ57ZDDXztz5oyWLFmi6dOnq3HjxmaX43AyMzO1adMmXb9+XV5eXgoODtZvfvMbs8tyCAcOHFBqaqqGDBmi+/fvKyYmRpcvX5bFYlHnzp1Vt25ds0t0WLYP+MOHDze5EnPVq1dPbm5uOnHihNLS0lS5cmX7ur1790qSOnXqZFZ5pvvhhx8kKd8r1LZlR44cKdGaHN3ly5f1/fffq2vXrvkGpLZt2youLk5Xr1516ukreDSO/BmbgA0Uk6SkJB08eFBWq1XNmjUzuxzTZWZmasmSJcrJydG//vUvHTp0SBcvXtSQIUOc+kObzd27dzVu3DgFBQXpjTfeMLsch3Tjxg37GWub4OBgrV27VoGBgSZV5RjOnDkj6ecPGu3bt9elS5fs61xdXTV+/HjNnTvXpOoc17fffqtDhw7J399f3bp1M7scU1WtWlWzZs3S22+/rTZt2qhnz572OdiHDx/W6NGjnWaOcX58fHwkSYmJiWrUqFGudYmJiZKU6/sOPwdsSQ88wVe3bl3FxcXp8uXLBGwU2fvvvy9J6tKli8mV5EXABopBVlaWxo4dq7t372r27NkOeXatpGVmZmrBggX2f7u4uOjf/u3fNGvWLBOrchzvvPOOLl++rIMHD/J+yceQIUPUrl07NW3aVB4eHrp06ZJWrlypbdu2qXfv3jp27Ji8vLzMLtM0tqG7K1euVMuWLXXgwAE1bNhQCQkJmjRpklasWKHAwECNGjXK5Eody6ZNm5Sdna3BgwfzfSdpwoQJevLJJ/X6669r3bp19uXt2rXTwIEDnXqaQbdu3bRjxw4tXbpUHTt2tN+YKyUlRatWrZIk3bp1y8wSHU5aWpok5ZlyYGMbJWFrBxTW+vXrFRsbq44dO6p79+5ml5MHc7ABg2VnZ2v8+PE6duyYRowYoUGDBpldkkPw9PRUamqqUlJS9Pnnn2vx4sXauHGjevXq5fS/XE+dOqXly5fr97//PcPlH2DatGnq1KmTqlWrpieeeEItWrTQ6tWr9dJLLykpKUkbNmwwu0RTZWdnS5Lc3Ny0adMmBQcHy9PTU6GhoVq/fr1cXV21YsUKk6t0LNnZ2dq0aZNcXFw0dOhQs8txCAsWLNCrr76qKVOm6PPPP9fVq1f197//XXfu3FGvXr2c7nFUv/TCCy+oQ4cOOn78uEJDQxUREaHJkycrJCTEfnKPp2EAxW/v3r2KiIhQrVq1tGbNGrPLyRc/CQADZWdna8KECdq+fbtefPFFLV261OySHI6rq6v8/f01atQo/elPf9KJEye0ZMkSs8syzb179zRu3Dg1a9ZMkydPNrucUud3v/udJOnkyZMmV2Iu25Wgp556SjVq1Mi1rmnTpqpTp46+/vprpaammlCdYzp48KCuXr2qjh07qk6dOmaXY7qDBw8qMjJSY8aM0eTJk+Xv7y9PT0+1a9dOW7duVYUKFfT222+bXaZpypcvrw8++EDTpk2Tq6urNmzYoOjoaPXs2dM+j9/X19fkKh2L7efSg67s206u/3K+P1CQffv2acSIEapevbqio6NltVrNLilfzjvWBzCY7cr11q1bNXDgQK1atYqz2Q/x7LPPSpKOHj1qciXmSU9Pt89Tq1atWr5tnnvuOUk/zzey3XkdP7PNi7x9+7bJlZirQYMGkh48FNO2/M6dOyVWk6Pj5ma5xcbGSpI6dOiQZ52fn58aNGighIQEpaeny9PTs6TLcwju7u6aNm2apk2blmu57eZmrVq1MqMsh1WvXj1JD35SiG25rR1QkE8++UTDhw+Xj4+PoqOjHfrEKAEbMMAvw3X//v21evVq5vMVwvXr1yXJqR5N8Wvu7u4aNmxYvuuOHTumy5cvq0ePHvL19eVxefk4ffq0JDl939hC0cWLF/Osy8rK0pUrV+Th4cEVtv+TkpKimJgYValShZNW/yczM1PSgx/FlZycLFdXV6f+ef0g27dvlyQNGDDA5EocS7169VSjRg2dPHlSGRkZeZ5jfPLkSQUEBHCDMzyULVxXqVJF0dHRDv9kDC6vAY/JNix869at6tu3r9asWUO4/oULFy7ke3Xx9u3bmjFjhqT/v0LrjCpVqqTly5fn+6dNmzaSfn7u6vLly9WiRQuTqzXHxYsX830PXbx4UbNnz5YkDRw4sISrciyBgYHq0qWLrly5kue5skuXLtWtW7cUHh7u1Dep+qWtW7cqMzNTL774otzd3c0uxyGEhIRIkqKiovIM6V23bp2+++47tWnTxqn7K7/7hezatUvvv/++goOD9dvf/taEqhyXi4uLhg0bpvT0dC1atCjXukWLFik9PV0jRowwqTqUFrGxsRo+fLi8vb0VHR1dKkY8uKSmpuaYXQQc28aNG3X8+HFJ0vnz53X27FmFhITYH4vTrl07px5iFxkZqQULFsjT01OvvfZavuE6PDzcacNRZGSkoqKiFBISotq1a8vLy0vXrl3T/v37lZKSonbt2unDDz9UpUqVzC7V4YwbN05btmxRbGysnn76abPLMY3tPRQaGqpatWrpiSee0KVLlxQbG6usrCxNmTJFf/jDH8wu03Rff/21unfvrv/5n/9RWFiYfUjv4cOHVatWLe3fv19+fn5ml+kQQkNDdf78ecXHx/MYxf9z//59/fa3v9WxY8dUrVo19ejRQxaLRWfPntXhw4dVqVIlffzxx2rdurXZpZqmTZs28vf3V8OGDVWxYkV9+umnOnr0qOrUqaPdu3c7zUiaonwuzMjIUFhYmD777DN16dJFLVu21NmzZ3XgwAEFBwdrz549ZfL3f1H66OLFi/Z79ty5c0c7d+5U9erV1bVrV/v+bHeqLysK2z8XL15Uhw4ddPfuXQ0YMED169fPs6/atWtryJAhJVr/w3AqGw91/PhxbdmyJdeyEydO6MSJE/Z/O3PA/vbbbyX9PJd28eLF+bapXbu20wbs559/XtevX9epU6d06tQpZWRkqHLlymrWrJkGDBigoUOHclUNBerQoYMuXryohIQEHT9+XLdv35aPj4+ee+45jR492iGfgWmGwMBA/dd//ZfeeecdxcXF6cCBA/Lz89OYMWP01ltvPXCOv7P59NNPdf78ebVu3Zpw/QvlypXTzp07FRUVpZ07d+qDDz5QZmamqlevrhdffFFvvvlmnuc/O5t+/fopOjpap0+fVlZWlgICAvT73/9er7/+ulPdqKsonws9PDy0Z88ezZ8/X9HR0Tpy5Ij8/Pw0ceJETZ06tUyGa6lofXTjxo08bX/44Ydcy8pawC5s/9y4cUN3796VJO3YsSPffbVv397hAjZXsAEAAAAAMABzsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAAAAAAADELABAAAAADAAARsAAAAAAAMQsAEAAAAAMAABGwAAAAAAAxCwAQAAAAAwAAEbAACUekFBQfL29taRI0fMLgUA4MTKm10AAABAQSIjIyVJ48aNk7e3t7nFAABQAAI2AABwaAsWLJAkvfzyywRsAIBDY4g4AAAAAAAGIGADAAAAAGAAAjYAAGXQL2/69dVXX2nUqFFq2LChatSoofbt22vz5s32tmlpafrjH/+o4OBg+fn5qVmzZpo5c6Zu376d776vXr2qiIgItW7dWlarVbVr11aXLl20fPly3blz56H1JCUlaeLEiWrSpImqV6+uoKAgzZgxQ2lpabm2iYyMzDUkvGXLlvL29rb/sc3N/rXC7h8AAKMxBxsAgDLszJkz9jnM9evX17Vr1/T5559r/PjxSklJ0csvv6yePXvqq6++UuPGjVWjRg0lJiZq+fLl+vLLL/W3v/0t1/6OHj2ql19+WWlpaXJzc1Pjxo31008/6R//+If+8Y9/aPv27frwww/l6+ubbz2ff/65hg4dqjt37qhx48aqUKGCkpKStHLlSp06dUp///vfVb78zx9PatasqZCQEJ04cUKS1KpVK7m7u9v3VbNmzcfaPwAARnNJTU3NMbsIAABgrKCgICUlJalChQoaNmyY5s6dqyeeeEKS9M4772jhwoXy9PRU27ZtlZ6ernXr1snf31+StH//fg0aNEj37t3TRx99pM6dO0uSkpOT1bZtW928eVNhYWFatWqVqlatKunnID906FBdvXpVYWFh2rZt2wPr6d+/vxYuXCiLxSJJOnTokAYPHqzbt29rxYoVGjp0aK5tbVexz549q4CAgIe+3qLuHwAAozBEHACAMqxBgwZavHixPVxL0ltvvaUaNWooPT1d8fHxWrt2rT1cS1K3bt0UHh4uSfrkk0/sy9euXaubN2/K19dX7733nj1cS9JTTz2llStX2rc5c+ZMvvUEBgZqxYoV9vArSZ06dbKH3r179z7W6y3u/QMAUBACNgAAZdiwYcPk6pr713358uXVrFkzSVLXrl3zHWrdqlUrSdKVK1fsy/bt2ydJeuWVV3IFdptOnTqpRYsWknIH818aMWKEKlSokGd5mzZt8hzvURT3/gEAKAgBGwCAMqxu3br5LrfNkX7Y+oyMDPuyr776SpLUtGnTBx7Pts7W9tfq16+f7/Jq1apJktLT0x+478Io7v0DAFAQAjYAAGVYfleaJcnFxaVQ63Ny/v9WLbZwWr169Qcez2q1SpJ+/PHHItVju8r+y+M9iuLePwAABSFgAwCAQvH09JQk/fDDDw9sc/36dUmSl5dXidQEAIAjIWADAIBCadiwoSTp/PnzD2xjW2drCwCAMyFgAwCAQunevbskaf369bp9+3ae9YcPH1ZCQkKutkawDfv+6aefDNsnAADFgYANAAAKZeTIkfL19dXNmzc1cuRIpaSk2NclJCRowoQJkqSwsDA99dRThh03MDBQknTw4EHD9gkAQHEgYAMAgELx8fHR+vXrVblyZe3du1dNmjRRp06d1KZNG3Xs2FFJSUkKCgqyPw/bKIMGDZIkTZs2TW3atFHPnj0VHh6uTZs2GXocAAAeV3mzCwAAAKXHM888o/j4eP35z3/W/v37deHCBVWoUEGtWrVS//79NXr0aFWqVMnQY9qujG/btk1XrlzRxYsX7bUAAOBIXFJTU3leBQAAAAAAj4kh4gAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGICADQAAAACAAQjYAAAAAAAYgIANAAAAAIABCNgAAAAAABiAgA0AAAAAgAEI2AAAAAAAGOB/AXtEhdKekcsdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "sns.boxplot(data=df, x='month', y='PJME_MW', palette='Blues')\n",
    "ax.set_title('MW by Month')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9998755-df92-4038-9f7e-7009a01b1956",
   "metadata": {},
   "source": [
    "Create our Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c23879ad-dad5-40e2-96bf-f9178548072b",
   "metadata": {},
   "outputs": [],
   "source": [
    "train = create_features(train)\n",
    "test = create_features(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3a0f0857-fb05-4203-b68a-b528ee68bd45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['PJME_MW', 'hour', 'dayofweek', 'quarter', 'month', 'year',\n",
       "       'dayofyear'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "12052846-8770-4679-89bd-84c53b41f758",
   "metadata": {},
   "outputs": [],
   "source": [
    "FEATURES = ['hour', 'dayofweek', 'quarter', 'month', 'year','dayofyear']\n",
    "TARGET = 'PJME_MW'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3719a52f-5910-4edb-80b3-87a353af900b",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = train[FEATURES]\n",
    "y_train = train[TARGET]\n",
    "X_test = test[FEATURES]\n",
    "y_test = test[TARGET]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d59e2419-ab0b-4949-9a6f-b1ae59e0943a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-rmse:6407.35736\tvalidation_1-rmse:6479.81619\n",
      "[100]\tvalidation_0-rmse:3911.97994\tvalidation_1-rmse:4312.03224\n",
      "[200]\tvalidation_0-rmse:3244.38509\tvalidation_1-rmse:3864.56545\n",
      "[300]\tvalidation_0-rmse:2996.08999\tvalidation_1-rmse:3748.76687\n",
      "[400]\tvalidation_0-rmse:2830.28024\tvalidation_1-rmse:3744.93340\n",
      "[417]\tvalidation_0-rmse:2801.66222\tvalidation_1-rmse:3749.26089\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
       "             colsample_bylevel=None, colsample_bynode=None,\n",
       "             colsample_bytree=None, device=None, early_stopping_rounds=50,\n",
       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "             gamma=None, grow_policy=None, importance_type=None,\n",
       "             interaction_constraints=None, learning_rate=0.01, max_bin=None,\n",
       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "             max_delta_step=None, max_depth=None, max_leaves=None,\n",
       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "             multi_strategy=None, n_estimators=1000, n_jobs=None,\n",
       "             num_parallel_tree=None, random_state=None, ...)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;XGBRegressor<span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
       "             colsample_bylevel=None, colsample_bynode=None,\n",
       "             colsample_bytree=None, device=None, early_stopping_rounds=50,\n",
       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "             gamma=None, grow_policy=None, importance_type=None,\n",
       "             interaction_constraints=None, learning_rate=0.01, max_bin=None,\n",
       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "             max_delta_step=None, max_depth=None, max_leaves=None,\n",
       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "             multi_strategy=None, n_estimators=1000, n_jobs=None,\n",
       "             num_parallel_tree=None, random_state=None, ...)</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
       "             colsample_bylevel=None, colsample_bynode=None,\n",
       "             colsample_bytree=None, device=None, early_stopping_rounds=50,\n",
       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
       "             gamma=None, grow_policy=None, importance_type=None,\n",
       "             interaction_constraints=None, learning_rate=0.01, max_bin=None,\n",
       "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
       "             max_delta_step=None, max_depth=None, max_leaves=None,\n",
       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
       "             multi_strategy=None, n_estimators=1000, n_jobs=None,\n",
       "             num_parallel_tree=None, random_state=None, ...)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = xgb.XGBRegressor(n_estimators=1000, early_stopping_rounds=50, learning_rate=0.01)\n",
    "reg.fit(X_train, y_train, \n",
    "        eval_set=[(X_train, y_train), (X_test, y_test)],\n",
    "        verbose=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2ffcaf8-c4c4-4397-9b6b-98a9da470bcb",
   "metadata": {},
   "source": [
    "Feature Importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d9da6c77-e4b8-41cb-af77-e37a0e2a811e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([    0.46388,       0.162,    0.028881,     0.20316,    0.023824,     0.11825], dtype=float32)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.feature_importances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fb3a01a1-61ff-473a-bd34-bb21d91620cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "fi = pd.DataFrame(data=reg.feature_importances_, \n",
    "                  index=reg.feature_names_in_,\n",
    "                  columns=['importance'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "af93a80f-7ec6-4eae-b701-ec145dbca891",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Feature Importance'}>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fi.sort_values('importance').plot(kind='barh', title='Feature Importance')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab7e56df-0612-4d7e-b8c1-40cf8a8337d9",
   "metadata": {},
   "source": [
    "Forecast on Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "35f6eb8a-4359-499e-b9f1-a6a2011c28cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "test['prediction'] = reg.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "dd0e05d3-300a-42bb-9367-01fbb44ca42d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.merge(test[['prediction']], how='left', left_index=True, right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "64f7ca00-f085-45b9-866c-ed6fe50479d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PJME_MW</th>\n",
       "      <th>hour</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>quarter</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>dayofyear</th>\n",
       "      <th>prediction</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2002-01-01 01:00:00</th>\n",
       "      <td>30393.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2002</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-01-01 02:00:00</th>\n",
       "      <td>29265.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2002</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-01-01 03:00:00</th>\n",
       "      <td>28357.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2002</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-01-01 04:00:00</th>\n",
       "      <td>27899.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2002</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-01-01 05:00:00</th>\n",
       "      <td>28057.0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2002</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 20:00:00</th>\n",
       "      <td>44057.0</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>214</td>\n",
       "      <td>41545.953125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 21:00:00</th>\n",
       "      <td>43256.0</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>214</td>\n",
       "      <td>41135.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 22:00:00</th>\n",
       "      <td>41552.0</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>214</td>\n",
       "      <td>39968.492188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 23:00:00</th>\n",
       "      <td>38500.0</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>214</td>\n",
       "      <td>36870.242188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-03 00:00:00</th>\n",
       "      <td>35486.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>215</td>\n",
       "      <td>32298.005859</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>145372 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     PJME_MW  hour  dayofweek  quarter  month  year  \\\n",
       "Datetime                                                              \n",
       "2002-01-01 01:00:00  30393.0     1          1        1      1  2002   \n",
       "2002-01-01 02:00:00  29265.0     2          1        1      1  2002   \n",
       "2002-01-01 03:00:00  28357.0     3          1        1      1  2002   \n",
       "2002-01-01 04:00:00  27899.0     4          1        1      1  2002   \n",
       "2002-01-01 05:00:00  28057.0     5          1        1      1  2002   \n",
       "...                      ...   ...        ...      ...    ...   ...   \n",
       "2018-08-02 20:00:00  44057.0    20          3        3      8  2018   \n",
       "2018-08-02 21:00:00  43256.0    21          3        3      8  2018   \n",
       "2018-08-02 22:00:00  41552.0    22          3        3      8  2018   \n",
       "2018-08-02 23:00:00  38500.0    23          3        3      8  2018   \n",
       "2018-08-03 00:00:00  35486.0     0          4        3      8  2018   \n",
       "\n",
       "                     dayofyear    prediction  \n",
       "Datetime                                      \n",
       "2002-01-01 01:00:00          1           NaN  \n",
       "2002-01-01 02:00:00          1           NaN  \n",
       "2002-01-01 03:00:00          1           NaN  \n",
       "2002-01-01 04:00:00          1           NaN  \n",
       "2002-01-01 05:00:00          1           NaN  \n",
       "...                        ...           ...  \n",
       "2018-08-02 20:00:00        214  41545.953125  \n",
       "2018-08-02 21:00:00        214  41135.625000  \n",
       "2018-08-02 22:00:00        214  39968.492188  \n",
       "2018-08-02 23:00:00        214  36870.242188  \n",
       "2018-08-03 00:00:00        215  32298.005859  \n",
       "\n",
       "[145372 rows x 8 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d524a7cf-a4f2-4fab-88af-4f15e652c23e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df[['PJME_MW']].plot(figsize=(15, 10))\n",
    "df['prediction'].plot(ax=ax, style='.')\n",
    "plt.legend(['Truth Data', 'Predictions'])\n",
    "ax.set_title('Raw Data and Predictions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b20925ff-2f15-4f01-a1d5-4bf21bec5cec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.loc[(df.index > '04-01-2018') & (df.index < '04-08-2018')]['PJME_MW']\\\n",
    "             .plot(figsize=(15, 10), title='Week of Data')\n",
    "df.loc[(df.index > '04-01-2018') & (df.index < '04-08-2018')]['prediction'].plot(style='.')\n",
    "plt.legend(['Truth Data', 'Predictions'])\n",
    "# ax.set_title('Raw Data and Predictions')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ef51cb98-6f63-44a5-a2f2-264215b31430",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3741.03"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(np.sqrt(mean_squared_error(test['PJME_MW'], test['prediction'])), 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73163f67-5144-4e86-ae68-fdd1c257cdcc",
   "metadata": {},
   "source": [
    "Calculate Error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b82e303d-5f7c-4c3b-a2e2-aaea2945545d",
   "metadata": {},
   "outputs": [],
   "source": [
    "test['error'] = np.abs(test[TARGET] - test['prediction'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2960c483-ff1f-4ee6-b5be-389e38e0e5d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "test['date'] = test.index.date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "64809cdb-ad36-4ee7-a8aa-fcc2c6a62312",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date\n",
       "2016-08-13    13829.866211\n",
       "2016-08-14    13577.304362\n",
       "2016-09-10    11235.855143\n",
       "2016-09-09    11032.220215\n",
       "2016-08-12    10667.820312\n",
       "Name: error, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.groupby('date')['error'].mean().sort_values(ascending=False).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8129b66-f9ad-425d-a972-9dda8b406514",
   "metadata": {},
   "source": [
    "Next:\n",
    "- more robust cross validation\n",
    "- add more features (weather forecast, holidays etc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4bae2b53-475f-4e28-9e9e-d1204dc4749a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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